METHOD AND KIT FOR PATHOLOGIC GRADING OF BREAST NEOPLASM

Information

  • Patent Application
  • 20180298448
  • Publication Number
    20180298448
  • Date Filed
    October 04, 2015
    8 years ago
  • Date Published
    October 18, 2018
    5 years ago
Abstract
The present disclosure is a method comprising the steps of performing one or more nucleic-acid based assays to identify mutations present in the breast tissue acquired from the subject corresponding to a first test module and a second test module associated with detection of at least one predetermined mutation of one or more genes, wherein each test module is configured to provide a positive outcome corresponding to at least one predetermined mutation detected in the tissue or a negative outcome corresponding to absence of detectable predetermined mutation in the sample; and identifying the type of neoplasm of the breast tissue based upon the provided outcome of the both test modules. Preferably, the first test module is associated with detection of mutation in MED12 gene and/or RARA gene, while the second test module is associated with detection of mutation in FLNA gene, SETD2 gene and/or MLL2 gene.
Description
TECHNICAL FIELD

The present disclosure relates to a method capable of pathologic stratification or identifying type of neoplasm with respect to breast tissue of a subject. More particularly, the disclosed method identifies neoplasm type, stage or group by way of detecting or mapping mutations concurrently present in the breast tissue according to predetermined test modules associated with the mutations of interest. A kit being configured to enable the disclosed method is provided in the present disclosure as well.


BACKGROUND

Fibroepithelial neoplasms of the breast are disease entities characterized by a biphasic proliferation of both epithelial and stromal components. Fibroepithelial breast tumors include fibroadenomas (FAs) and phyllodes tumors (PTs), the latter of which can be further subdivided into benign, borderline, and malignant grades based on their histological features1. While FAs affect millions of women worldwide annually3, PTs occur at a lower frequency of approximately 1% or less of breast tumors and up to 7% of Asian breast cancers4. Compared to FAs, PTs have a later median age of onset (35 years vs 43 years), and a higher propensity for local recurrence, with distant metastasis also occurring in some malignant PTs5.


Previous studies have suggested that PTs and FAs may be highly related4. FA-like areas are not uncommonly encountered during histopathological examination of PTs, and some studies have proposed a clonal progression from FA to PT6-10. At the molecular level, frequent Mediator of RNA polymerase II transcription subunit 12 (MED12) exon 2 mutations have recently been observed in FAs and PTs2,11-14, while gene expression and DNA methylation analyses have implicated genes such as HOXB13 and HMGA2 in PT development15-17. Higher rates of copy number alterations (CNAs) have been also associated with PTs of higher grade18,19, and a recent study profiling a small number of PTs (n=15, five per grade) using a targeted cancer gene panel revealed recurrent mutations in tumour protein p53 (TP53) and singleton mutations in retinoblastoma protein (RB1) and Neurofibromin 1 (NF1) exclusively in higher-grade PTs11. However, unlike breast carcinomas (BCs) whose comprehensive mutational landscapes have been extensively studied20-23, comparatively little is known about the genetic and molecular relationships linking different types of breast fibroepithelial lesions.


The diagnosis and classification of PTs often present challenges to pathologists, particularly in the distinction of benign PT from FA. Such classification can be of clinical importance in offering disease-specific treatment to patients suffering from FA, PT or BC.


SUMMARY

The present disclosure aims to provide a method for grading, identifying or categorizing types of neoplasm relating to breast tissue of a subject. By having the type, stage or group of neoplasm correctly identified, the present disclosure facilitates disease-specific therapies towards the subject.


Another object of the present disclosure is to employ one or more nucleic-acid based assays in assisting the grading, identifying or categorizing of the neoplasm type relating to breast tissue of the subject. The disclosed method utilizing nucleic-acid based assays provides reliable results to serve as a supportive diagnostic tool in addition to physical examination of the specimen for neoplasm grading. Particularly, the disclosed method allows pathologists to substantially differentiate benign PT from FA.


Further object of the present disclosure is to offer a kit containing at least partly the essential reagents to facilitate the performance of the aforesaid one or more nucleic-acid based assays in generating the desired neoplasm grading. The disclosed kit can be of various embodiments to operate under different platforms of nucleic-acid based assays.


At least one of the preceding objects is met, in whole or in part, by the present disclosure, in which one of the embodiments of the present disclosure is a method for identifying type of neoplasm in a breast tissue of a subject comprising the steps of performing one or more nucleic-acid based assays to identify mutations present in the breast tissue acquired from the subject through a first test module and a second test module, each of the first and second test module being associated with detection of at least one predetermined mutation of one or more genes and configured to provide a positive outcome corresponding to at least one predetermined mutation detected in the tissue or a negative outcome corresponding to absence of detectable predetermined mutation in the sample, the first test module being associated with detection of mutation in MED12 gene and/or mutation in Retinoic acid receptor alpha (RARA) gene and the second test module being associated with detection of mutation in Filamin A alpha (FLNA) gene, mutation in SET domain containing 2 (SETD2) gene and/or mutation in mixed-lineage leukemia protein 2 (MLL2) gene; and identifying the type of neoplasm of the breast tissue based upon the provided outcome of the first and second test modules. Preferably, the type of neoplasm is regarded as fibroadenomas when the outcome of the first test module and the second test module are respectively positive and negative. Alternatively, the type of neoplasm is regarded as phyllodes tumor when the outcome of the first test module and the second test module are both positive. Also, the first test module can be further associated with detection of mutation in Telomerase reverse transcriptase (TERT) gene of the subject.


According to a number of the preferred embodiments, the step of performing one or more nucleic-acid based assays further comprises a third test module being associated with detection of mutation in NF1 gene, mutation in RB1 gene and/or mutation in phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit alpha (PIK3CA) gene. Preferably, the type of neoplasm is regarded as malignant phyllodes tumor when the outcome of the first test module, the second test module and the third test module are all positive.


According to a plurality of the preferred embodiments of the disclosed method, the mutation in MED12 gene is a splice site mutation located at position −8 of exon 2 of the MED12 gene, a missense mutation located at codon 44 of cDNA of the MED12 gene or a missense mutation located at codon 36 of cDNA of the MED12 gene.


According to more preferred embodiments, the mutation in RARA gene corresponds to or results in p.F286del, p.F287L, p.N299H, p.R394Q, p.L409del and/or p.G289R found in a polypeptide translated thereof from the RARA gene of the subject.


For several embodiments, the mutation in FLNA gene corresponds to p.A1191T, p.S1199L, p.P1244S, p. 1687-1688TV>M and/or p.S1186W found in a polypeptide translated thereof from the FLNA gene of the subject. These mutations to be detected relates particularly to missense mutation on the produced polypeptide.


For a number of embodiments, the mutation in SETD2 gene relates to p.R1674-1675EA>D, p.K1587fs, p.Q1545*, p.Y1605fs and/or p.F1651fs found in a polypeptide translatable thereof. The mutations found in SETD2 gene are generally relating to missense or somatic mutation.


In a plurality of embodiments, the mutation to be detected in TERT gene is preferably located at the promoter region. For instance, mutation located at −124 and/or −146 of the promoter region of the TERT gene leading to missense mutation.


In another aspect of the present disclosure, a kit for identifying type of neoplasm in a breast tissue of a subject is provided. Preferable, the kit comprises at least one platform capable of performing one or more nucleic-acid based assays to identify mutations present in the breast tissue acquired from the subject corresponding to a first test module and a second test module that each test module is associated with detection of at least one predetermined mutation of one or more genes, each test module being configured to provide a positive outcome corresponding to at least one predetermined mutation detected in the tissue or a negative outcome corresponding to absence of detectable predetermined mutation in the sample, the first test module being associated with detection of mutation in MED12 gene, TERT and/or mutation in RARA gene, the second test module being associated with detection of mutation in FLNA gene, mutation in SETD2 gene and/or mutation in MLL2 gene. Preferably, the test modules are configured to emit a detectable or visual signal corresponds to any positive outcome. The type of neoplasm is regarded as fibroadenomas when the outcome of the first test module and the second test module are respectively positive and negative. Alternatively, the type of neoplasm is regarded as benign phyllodes tumor when the outcome of the first test module and the second test module are both positive.


In one or more embodiments of the disclosed kit, the at least one platform further comprises a third test module being associated with detection of mutation in NF1 gene, mutation in RB1 gene and/or mutation in PIK3CA gene. With the inclusion of the third test module, the kit of the present disclosure can further regard, grade or identify the type of neoplasm as malignant phyllodes tumor when the outcome of the first test module, the second test module and the third test module are all positive.


For some embodiments, the breast tissue is stromal cells to be used with the disclosed kit for neoplasm grading or identification.





BRIEF DESCRIPTION OF DRAWINGS


FIG. 1A is a combined graph showing distribution of recurrently mutated genes identified by targeted sequencing in 100 fibroepithelial tumours including 21 FAs and 79 PTs, with the centre graph indicating recurrently mutated genes grouped and dots to denote occurrence of the second mutation in the same patient, the left-sided bar graph to show the number of alterations and the adjacent numbers to indicate alteration frequency in the cohort, right-sided panel to show the frequency of mutations by subtype, and asterisk to indicate samples without matched normal;



FIG. 1B is a simple diagram to illustrate overview of key genetic alterations and pathways associated with each phase of the fibroepithelial tumour spectrum based on finding of the present disclosure;



FIG. 2A is a schematic depiction of mutations in MED12 with the frequency of each alteration being denoted in parentheses after its label from left to right MED, transcription mediator complex subunit Med12, MED12-LCEWAV, eukaryotic Mediator 12 subunit domain, MED12-PQL, eukaryotic Mediator 12 catenin-binding domain;



FIG. 2B is a schematic depiction of mutations in RARA that domain in RARA: NR_DBD (DNA-binding domain of retinoic acid receptor); NR_LBD (ligand binding domain of retinoic acid receptor);



FIG. 2C is a schematic depiction of mutations in FLNA that domain in FLNA: CH(Calponin homology domain) and IG_FLMN (Filamin-type immunoglobulin domains);



FIG. 2D is a schematic depiction of mutations in SETD2 that domain in SETD2: AWS (associated with SET domains), SET (Su(var)3-9, Enhancer-of-zeste, trithorax) domain, WW (WWP domain), and SRI (set2 Rbp1 interacting domain);



FIG. 2E is a schematic depiction of mutations in MLL2 that domain in MLL2: zf-HC (PHD-like zinc-binding domain), RING-finger (Really Interesting New Gene) domain, PHD (PHD zinc finger), HMG (High Mobility Group-box domain) FYRN (F/Y-rich N-terminus), FYRC (FY-rich domain at C-terminal region) SET (Su(var)3-9, Enhancer-of-zeste, Trithorax) domain;



FIG. 3 summarizes landscape of somatic mutations in phyllodes tumors in graph (A) indicating somatic mutation counts in FA and PT. *p<0.001 (B) showing frequency of mutations per case in 22 phyllodes tumors as expressed number of mutations per megabase (Mb) of covered target sequence, (c) mutational signature in 22 pairs PTs, and (d) showing copy number aberration counts of tend to harbor more CNAs compared to their lower grade counterparts. N.S., non significant. *p<0.05, **p<0.01, ***p<0.001;



FIG. 4A is a graph showing percentages of samples with somatic mutations in fibroepithelial tumours and solid tumors from TCGA samples identified through published data sets available from cBioPortal (numbers of sample per study in parentheses) with ACC being Adrenocortical Carcinoma and ccRCC being Kidney Renal Clear Cell Carcinoma;



FIG. 4B is graph showing expression level of RARA detected by qPCR in fibroepithelial tumours harbouring with wild type (17 cases) or mutant (13 cases) RARA;



FIG. 4C is a graph indicating that RARA mutant transcriptional activity is lower than that of wild-type RARA with HEK293 cells transfected with RARE Cignal reporter and expression plasmids containing empty vector, wild-type and mutant RARA cDNAs respectively that the transcriptional activity was measured in the absence and presence of RA stimulation (error bars=SD, n=3);



FIG. 4D is a graph showing results of Mammalian two-hybrid assays performed in HEK293 cells to evaluate interactions of the wild-type or mutant RARA with the nuclear co-repressor NCoR1 in the absence and presence of RA (error bars=SD, n=3);



FIG. 5A shows a schematic mapping of somatic mutations in FLNA in breast cancer using domain structure of the FLNA protein and the alterations identified in breast cancer from published data sets available from cBioPortal (TCGA) with CH as Calponin homology domain and IG-FLMN as Filamin-type immunoglobulin domains;



FIG. 5B shows the result of cDNA Sanger sequencing of FLNA variants in 3 fresh frozen PTs;



FIG. 6A are graphs revealing pattern of EGFR amplification in borderline (sample 1056) and malignant (sample 1076) PTs;



FIG. 6B is a representative image of MC staining of EGFR indicated the protein level and location of EGFR in borderline PT (sample 1056) and the image shows that EGFR protein is exclusively localized in stromal cells and absent from epithelial cells;



FIG. 7 shows comparison of the mutation spectra in FA, PT and BC based on targeted-sequencing analysis, as well as representative genes known to be significantly mutated in BCs (TP53, PIK3CA, MAP3K1, GATA3 and CDH1);



FIG. 8A is photomicrograph of Hematoxylin and eosin (H&E) stained section of Sample 1007 acquired by way of Laser Capture Microdissection (LCM), with S to denote Stromal and E as Epithelium;



FIG. 8B shows Sanger sequencing of MED12, RARA and BRCA1 in bulk tissue, epithelial and stromal compartments of the same stained sample provided in FIG. 8A that the sequencing results reveal mutations are exclusive to the stromal compartment;



FIG. 9 (A) is low magnification photomicrograph of the paraffinised tumor section with broad leafy stromal fronds protruding into clefted spaces lined by benign epithelium, (B) is medium magnification of the mild to moderately cellular stroma covered by benign bilayer epithelium, (C) is a photomicrograph showing permeative border with stromal cells percolating into adjacent fat, (D) illustrates stromal mitotic activity through mitoses, and (E) are Sanger sequencing of RB1 and EGFR of Sample 004 tumor and matched blood;



FIG. 10A is a photomicrograph showing H&E-stained section of concurrent FA and PT selected for macro-dissection from one patient in mutations that gain of cancer-associated genes are exclusively localized in PTs, with the bottommost photomicrographs being IHC-staining with EGFR highlighting the protein in PT area but not in FA-like area; and



FIG. 10B depicts spectrum of somatic mutations in concurrent and longitudinal FAs/PTs based upon histological subtypes of each patient reported at the upper panel and the bottom panels are schematic map to indicate the mutation categories identified.





DETAILED DESCRIPTION

The present invention may be embodied in other specific forms without departing from its structures, methods, or other essential characteristics as broadly described herein and claimed hereinafter. The described embodiments are to be considered in all respects only as illustrative, and not restrictive. The scope of the invention is, therefore, indicated by the appended claims, rather than by the foregoing description. All changes that come within the meaning and range of equivalency of the claims are to be embraced within their scope.


Unless specified otherwise, the terms “comprising” and “comprise” as used herein, and grammatical variants thereof, are intended to represent “open” or “inclusive” language such that they include recited elements but also permit inclusion of additional, un-recited elements.


As used herein, the phrase “in embodiments” means in some embodiments but not necessarily in all embodiments.


As used herein, the terms “approximately” or “about”, in the context of concentrations of components, conditions, other measurement values, etc., means+/−5% of the stated value, or +/−4% of the stated value, or +/−3% of the stated value, or +/−2% of the stated value, or +/−1% of the stated value, or +/−0.5% of the stated value, or +/−0% of the stated value.


The term “polynucleotide” or “nucleic acid” as used herein designates mRNA, RNA, cRNA, cDNA or DNA. The term typically refers to oligonucleotides greater than 30 nucleotide residues in length.


The term “primer” used herein throughout the specification refers to an oligonucleotide which, when paired with a strand of DNA, is capable of initiating the synthesis of a primer extension product in the presence of a suitable polymerizing agent. The primer is preferably single-stranded for maximum efficiency in amplification but can alternatively be double-stranded. A primer must be sufficiently long to prime the synthesis of extension products in the presence of the polymerization agent. Primers can be “substantially complementary” to the sequence on the template to which it is designed to hybridize and serve as a site for the initiation of synthesis. By “substantially complementary”, it is meant that the primer is sufficiently complementary to hybridize with a target polynucleotide. Preferably, the primer contains no mismatches with the template to which it is designed to hybridize but this is not essential. For example, non-complementary nucleotide residues can be attached to the 5′ end of the primer, with the remainder of the primer sequence being complementary to the template. Alternatively, non-complementary nucleotide residues or a stretch of non-complementary nucleotide residues can be interspersed into a primer, provided that the primer sequence has sufficient complementarity with the sequence of the template to hybridize therewith and thereby form a template for synthesis of the extension product of the primer.


The term “gene” as used herein may refer to a DNA sequence with functional significance. It can be a native nucleic acid sequence, or a recombinant nucleic acid sequences derived from natural source or synthetic construct. The term “gene” may also be used to refer to, for example and without limitation, a cDNA and/or an mRNA encoded by or derived from, directly or indirectly, genomic DNA sequence.


According to one major aspect of the present disclosure, a method for identifying type of neoplasm in a breast tissue of a subject is disclosed. Preferably, the disclosed method comprises the steps of performing one or more nucleic-acid based assays to identify mutations present in the breast tissue acquired from the subject corresponding to a first test module and a second test module that each test module is associated with detection of at least one predetermined mutation of one or more genes, each test module being configured to provide a positive outcome corresponding to at least one predetermined mutation detected in the tissue or a negative outcome corresponding to absence of detectable predetermined mutation in the sample, the first test module being associated with detection of mutation in MED12 gene, mutation in TERT gene and/or mutation in RARA gene, the second test module being associated with detection of mutation in FLNA gene, mutation in SETD2 gene and/or mutation in MLL2 gene; and identifying the type of neoplasm of the breast tissue based upon the provided outcome of the first and second test modules.


One ordinary skilled artisan shall appreciate the fact that at least part of the nucleic acid-based assay described herein can include also at least some universally known procedures or steps to complete the assay despite such procedures may not be completely detailed in this specification. For instance, part of the nucleic acid-based assay can involve the step of extracting or isolating deoxyribonucleic acid (DNA) and/or ribonucleic acid (RNA) materials containing genetic information relating to the subject or the tissue sampled of the subject using any method or commercial kit known in the field. Part of the nucleic acid-based assay, as in some of the preferred embodiments, may involve also conducting polymerase chain reaction (PCR) towards the isolated DNA or RNA materials in conjunction with predetermined thermal cycles and conditions to amplify gene or part of the gene to be analyzed in the test module for concluding the pathologic grading. These pre-treatments or processes can form part of the nucleic acid-based assay to finally lead to identification of the allele, mutations and/or genotype of the desired genes for neoplasm grading and categorizing. Pursuant to some preferred embodiments of the disclosed method, the nucleic-acid based assay is preferably performed to identify, detect and/or genotype potential mutations resided in one or more genes of the subject giving rise to neoplasm or cancer development. The nucleic acid-based assay of the present disclosure comprises sequencing the genes of interested. The sequencing can be performed onto polynucleotides amplified and/or duplicated from the DNA or RNA materials isolated from the breast tissue. More specifically, the sequencing approach implementable in the present disclosure to effect the mutation identification or detection can be Sanger sequencing and/or ultra-deep targeted amplicon sequencing, which is effective and capable of catering highly precise and reliable result in identifying the interested mutations setting forth in the test modules. The details of the Sanger sequencing and/or ultra-deep targeted amplicon sequencing are further elaborated in the examples incorporated hereafter. It is important for other skilled artisans to appreciate the fact that the disclosed method can be conducted utilizing other known sequencing equivalent or non-equivalent procedures or approaches to detect presence of the interested mutation in the analyzed polynucleotides and such modification shall not depart from the scope of the present disclosure. Other known processes implementable to identify or assist in identifying these mutations can be any one of, but not limited to, temperature gradient gel electrophoresis, capillary electrophoresis, amplification-refractory mutation system-polymerase chain reaction (ARMS-PCR), dynamic allele-specific hybridization (DASH), target capture for next generation sequencing (NGS), high-density oligonucleotide SNP arrays or Restriction fragment length polymorphism (RFLP). The present disclosure utilizes pattern, outcome or results generated from the test modules, with regard to the predetermined gene correlated to the given module, to grade the neoplasm stage or type of the tissue sample rather than mere resorting specific primers or a single platform to realize the grading or categorizing. Modification towards the primers or platform implementable to effect the disclosed method in neoplasm grading such as varying length or hybridizing location of the sequencing primers shall fall within the scope of the present disclosure.


As described in the foregoing, the first test module and the second test module are respectively associated with the detection of at least one mutation of one or more gene specifically correlated to the test module and provide an outcome applicable for subsequent grading the neoplasm stage or type of the tissue sampled. More specifically, in a number of preferred embodiments, the first test module is associated to the detection of mutations resided in the MED12 gene, TERT gene and/or RARA gene. More preferable, the first module is associated to the detection of more than one mutation relating to the MED12 gene, TERT gene and/or RARA gene. For instance, the mutation detectable for MED12 gene and being associated with the first test module can be any one of a splice site mutation located at position −8 of exon 2 of the MED12 gene, a missense mutation located at codon 44 of cDNA of the MED12 gene or a missense mutation located at codon 36 of cDNA of the MED12 gene. Likewise, detectable mutations for RARA gene associated with the first test module can be any one of missense mutations resulting p.F286del, p.F287L, p.N299H, p.R394Q, p.L409del and/or p.G289R in polypeptide translated thereof. Furthermore, the mutation to be detected in TERT gene is preferably located at the promoter region. For instance, mutation located at −124 and/or −146 of the promoter region of the TERT gene leading to missense mutation


According to a number of embodiments of the disclosed method, the second test module is preferably associated with detectable predetermined mutations resided in FLNA gene, SETD2 gene and/or MLL2 gene. More specifically, the one or more mutations to be detected for FLNA gene in association with the second test module generally gives rise to p.A1191T, p.S1199L, p.P1244S, p. 1687-1688TV>M and/or p.S1186W in a polypeptide translated thereof. Mutation relating to SETD2 gene and associating to the second test module is any one or combined mutations give rises to p.R1674-1675EA>D, p.K1587fs, p.Q1545*, p.Y1605fs and/or p.F1651fs translatable from the SETD2 gene. Similarly, mutations of MLL2 gene to be detect and associated with the second test module is any mutation generally causing inactivating mutation such as p.V5482fs, p.Q1139*, p.G2668fs, p.Q3814* and/or p.L3457fs found in a polypeptide encoded by the MLL2 gene. For few preferred embodiments, the second test module of the disclosed method can be further associated with mutations of other genes in addition to the FLNA gene, SETD2 gene and/or MLL2 gene. These extra genes with interested mutations being inferable or indicative of the breast neoplasm type or stage that can be associated to the second test module are BCL-6 corepressor protein (BCOR) gene and Mitogen-activated protein kinase kinase kinase 1 (MAP3K1) gene.


In some embodiments of the disclosed method, the second test module may be configured to detect presence of mutations in genes of the subject other than the FLNA gene, SETD2 gene and/or MLL2 gene. For example, the second test module can be arranged to discover inactivating mutations such as p.K460*, p.W534* and/or p.K175fs in B-Cell CLL/Lymphoma 6 corepressor (BCOR) gene of the subject, or somatic mutation like p.M312fs and/or p.Q409fs in Mitogen-Activated Protein Kinase Kinase Kinase 1 (MAP3K1) gene of the subject.


To better grade or identify the neoplasm stage of the sampled breast tissue, the performing one or more nucleic-acid based assays may further comprise a third test module being associated with detection of mutation in NF1 gene, mutation in RB1 gene and/or mutation in PIK3CA gene. With the aid of the third testing module, the disclosed method can further grade or identify the tissue sample, which has advance to the stage of borderline malignant or malignant phyllodes tumor. Preferably, mutations of NF1 gene being associated with the third test module are mutations relating to p.K1014*, p.R416* and/or p.D2283fs found in polypeptide translatable thereof. These mutations targeted in the third test module for NF1 gene are resulting in either nonsense mutation or frameshift mutation that leads to neoplasm development. Similarly, mutations of RB1 gene being associated with the third test module are mutation regarding p.Q504*, p.N316fs, and/or p.P796fs found in polypeptide translated thereof. These mutations of RB1 gene cause also either nonsense or frameshift mutation. For PIK3CA gene, the interested mutation associated with the third test module mainly relates to p.H1047R/L, which is a missense mutation.


Further embodiments of the disclosed method can have more mutations of other relevant genes discovered through the third test module besides mutation in NF1 gene, RB1 gene and/or PIK3CA gene. With more mutated sites covered, the disclosed method is able to offer higher accuracy to timely detect, diagnose, categorize, group or recognize various stage of neoplasm development in the subject. The third test module can be used to detect recurrent mutation associated to p.L62R in a polypeptide encoded by epidermal growth factor receptor (EGFR) gene, inframe deletion mutation associated to p.I33del found in polypeptide encoded by Phosphatase and Tensin Homolog (PTEN) gene, inactivating frameshift mutation associated to p. 294fs or p.C229fs found in polypeptide encoded by Tumor Protein P53 (TP53) gene, somatic mutation associated to p.W407R found in polypeptide encoded by Erb-B2 Receptor Tyrosine Kinase 4 (ERBB4) gene, and/or duplication of Insulin-Like Growth Factor 1 Receptor (IGF1R) gene in the subject.


In accordance with the preferred embodiments, the first, second and/or the third module is fashioned to yield a positive outcome as far as at least one predetermined mutation of the gene associated to that particular test module is detected and vice versa. For example, the first test module brings forth a positive outcome in response to at least one mutation detected in MED12 gene, TERT gene and/or RARA gene of the breast tissue of the subject. On the contrary, the first test module yields a negative outcome in the absence of any detectable predetermined mutations relating to MED12 gene, TERT gene and/or RARA gene. The like principle is applicable for the second and the third test module to realize the disclosed method in neoplasm grading and identification. In a number of the preferred embodiments, each mutation of the gene under consideration in a test module may be subjected to separate nucleic acid-based assay operating under different known principles or platform for detection or identification. For these embodiments, the nucleic-acid based assays for respective mutations of the involved gene may not be performed in a concurrent basis but rather the results generated from each of the assays are retrieved or collected to the associated test module to compute or yield an outcome thereof. The disclosed method may simultaneously run the like assays for detecting mutations or allele of genes respectively associated to different modules in a single operation of the same platform according to other preferred embodiments that the results of each analyzed mutation will be then pulled to associate with the predetermined modules to compute the outcome for subsequent neoplasm grading. In line with the aforesaid, the nucleic acid-based assays described herein are free from being tied to a single operating platform or mechanism though identifying the interested mutations of the relevant genes under one platform is preferable for cost and/or time saving.


As setting forth in the foregoing description, the present disclosed method effectively grades the type of neoplasm in response to the outcome computed, generated or signaled by the test module used. In accordance with a plurality of the preferred embodiments, the disclosed method regards the type of neoplasm of the sampled breast tissue as fibroadenomas when the outcome of the first test module and the second test module are respectively positive and negative. It was found by inventors of the present disclosure that biomarker related to early onset of FA can be linked to mutations detectable in MED12, TERT gene and/or RARA gene of the subject. Whilst, FA samples are generally free from any detectable mutations in those gene associated to the second test module such as FLNA, SETD2, MLL2, BCOR, MAP3K1. Similarly, the present disclosure also correlates the analyzed breast tissues as FA when the third module delivers a negative outcome, in addition to respective positive and negative outcome of the first and second test modules, indicating no substantial interested mutations can be detected in those genes in association to the third module.


The disclosed method may regard the type of neoplasm as phyllodes tumor when the outcome of the first test module and the second test module are both positive according to the preferred embodiments. Based upon test and experiments performed, the present disclosure recognizes that developed phyllodes tumor appears to possess mutations for genes associated with both first and second test modules. Particularly, the neoplasm type of the sampled breast tissues can be conveniently regarded as phyllodes tumor in line with presence of the considered mutations in FLNA, SETD2, MLL2, BCOR or MAP3K1 gene besides identified interest mutations in gene associated with the first test module.


In order to further differentiate or sub-grade the identified phyllodes tumor, the present disclosure, in some preferred embodiments, bring forth the third test module to detect mutations of extra genes of the subject in addition to those present in the first and second modules. Particularly, the type of neoplasm of the acquired breast tissue is regarded as malignant phyllodes tumor when the outcome of the first test module, the second test module and the third test module are all positive, meaning that the acquired sample carries at least one mutated gene in each of the test module. It is possible also the sample or subjected tested with positive outcome of a test module may harbor two or more mutations in one or more genes associated with that particular test module. On the other hand, the disclosed method preferably regards the type of neoplasm of the sampled breast tissue as benign phyllodes tumor when the outcome of the third test module is negative and outcomes of both first and second test modules are positive.


Another aspect of the present disclosure relates to a kit for identifying type of neoplasm in a breast tissue of a subject. Preferably, the kit comprises at least one platform capable of performing one or more nucleic-acid based assays to identify mutations present in the breast tissue acquired from the subject corresponding to a first test module and a second test module, each of the first and second test modules being associated with detection of at least one predetermined mutation of one or more genes and configured to provide a positive outcome corresponding to at least one predetermined mutation detected in the tissue or a negative outcome corresponding to absence of detectable predetermined mutation in the sample, the first test module being associated with detection of mutation in MED12 gene, TERT gene and/or mutation in RARA gene, the second test module being associated with detection of mutation in FLNA gene, mutation in SETD2 gene and/or mutation in MLL2 gene.


The at least one platform operable for the disclosed kit to identify or assist in identifying these mutations can be any one of, but not limited to, temperature gradient gel electrophoresis, capillary electrophoresis, amplification-refractory mutation system-polymerase chain reaction (ARMS-PCR), dynamic allele-specific hybridization (DASH), target capture for next generation sequencing (NGS), high-density oligonucleotide SNP arrays or Restriction fragment length polymorphism (RFLP). Referring to a number of the preferred embodiments of the disclosed kit, each mutation of the gene under consideration in the test module may be subjected to separate nucleic acid-based assay carried in at least one of the aforesaid platforms for detection or identification. In some embodiments, the nucleic-acid based assays for respective mutations of the involved gene may not be performed in a concurrent basis but rather the results generated from each of the assays are collected to the associated test module to compute or yield an outcome thereof. For other preferred embodiments, the disclosed kit can be used, at least be part of, to simultaneously run the like assays for detecting mutations or allele of genes respectively associated to different modules under a single platform that the results of each analyzed mutation will be then pulled to associate with the predetermined modules to compute the outcome for subsequent neoplasm grading.


In more preferred embodiments, the nucleic acid-based assay of the disclosed kit comprises sequencing the genes of interested. Sequencing can be performed onto polynucleotides amplified and/or duplicated from DNA or RNA materials isolated from the breast tissue, more preferably stromal or epithelial cells of the breast tissue. More specifically, the sequencing approach implementable in the present disclosure to effect the mutation identification or detection can be Sanger sequencing and/or ultra-deep targeted amplicon sequencing which is effective and capable of catering highly precise and reliable result in identifying the interested mutations setting forth in the test modules.


In line with the foregoing description, the first test module and the second test module of the disclosed kit are respectively associated with the detection of at least one mutation of one or more gene specifically correlated to the test module and provide an outcome applicable for subsequent grading the neoplasm stage or type of the tissue sampled. More specifically, in a number of preferred embodiments of the disclosed kit, the first test module is associated to the detection of mutations resided in the MED12 gene, TERT gene and/or RARA gene. More preferable, the first module is associated to the detection of more than one mutation relating to the MED12 gene, TERT gene and/or RARA gene. For instance, the mutation detectable for MED12 gene and being associated with the first test module can be any one of a splice site mutation located at position −8 of exon 2 of the MED12 gene, a missense mutation located at codon 44 of cDNA of the MED12 gene or a missense mutation located at codon 36 of cDNA of the MED12 gene. Likewise, detectable mutations for RARA gene associated with the first test module can be any one of missense mutations corresponds to p.F286del, p.F287L, p.N299H, p.R394Q, p.L409del and/or p.G289R found in a polypeptide translated thereof. For TERT gene, the mutation to be detected is preferably located at the promoter region, e.g. mutation located at −124 and/or −146 of the promoter region of the TERT gene that finally results in missense mutation


In accordance with some preferred embodiments, the second test module is preferably associated with detectable predetermined mutations resided in FLNA gene, SETD2 gene and/or MLL2 gene. More specifically, the one or more mutations to be detected for FLNA gene in association with the second test module is mutation corresponding to p.A1191T, p.S1199L, p.P1244S, p. 1687-1688TV>M and/or p.S1186W in a polypeptide translatable from the FLNA gene of the subject. Mutation relating to SETD2 gene and associating to the second test module is any one or combined mutations resulting in p.R1674-1675EA>D, p.K1587fs, p.Q1545*, p.Y1605fs and/or p.F1651fs found in a polypeptide produced thereof. Similarly, mutations of MLL2 gene to be detect and associated with the second test module is any one or combined mutations causing inactivating mutations like p.V5482fs, p.Q1139*, p.G2668fs, p.Q3814* and/or p.L3457fs found in a polypeptide encoded thereof. For few preferred embodiments, the second test module of the disclosed kit can be further associated with mutations of other genes in addition to the FLNA gene, SETD2 gene and/or MLL2 gene. These extra genes with interested mutations being inferable or indicative of the breast neoplasm type or stage that can be associated to the second test module are BCL-6 corepressor protein (BCOR) gene and Mitogen-activated protein kinase kinase kinase 1 (MAP3K1) gene.


The disclosed kit facilitates utilization of the pattern, outcome or results generated from the test modules, with regard to the predetermined and correlated gene, to grade the neoplasm stage or type of the tissue sample. Preferably, the type of neoplasm of the sampled breast tissue is regarded as fibroadenomas when the outcome of the first test module and the second test module are respectively positive and negative. Conversely, the neoplasm type of the tested breast tissue is regarded as benign phyllodes tumor when the outcome of the first test module and the second test module are both positive.


In more preferable embodiments, the disclosed kit can further comprise a third test module being associated with detection of mutation in NF1 gene, mutation in RB1 gene and/or mutation in PIK3CA gene. With the aid of the third testing module, the disclosed kit favors further grading or identification of neoplasm type relating to the tissue sample, which may have advanced to the stage of borderline malignant or malignant phyllodes tumor. Preferably, mutations of NF1 gene being associated with the third test module are mutations relating to p.K1014*, p.R416* and/or p.D2283fs found in polypeptide encoded thereof. Similarly, mutations of RB1 gene being associated with the third test module are mutations regarding p.Q504*, p.N316fs, and/or p.P796fs found in correspondingly encoded polypeptide. For PIK3CA gene, the interested mutations associated with the third test module generally relates to mutation resulting in p.H1047R/L of the polypeptide encoded. Accordingly, the type of neoplasm of the acquired breast tissue is regarded, through the disclosed kit, as malignant phyllodes tumor when the outcome of the first test module, the second test module and the third test module are all positive, meaning that the acquired sample carries at least one mutated gene in each of the test module. On the other hand, the disclosed kit preferably enables the user of the kit to regard the type of neoplasm of the sampled breast tissue as benign phyllodes tumor when the outcome of the third test module is negative and outcomes of both first and second test modules are positive.


To accelerate results generation from the disclosed kit, the test modules are preferably configured to emit a detectable or visual signal corresponds to any positive outcome and vice versa. As far as one interested mutation associated to a given module is identified, a machine or user readable signal will be produced to highlight a positive outcome obtained thereof. For example, the disclosed kit can adopt an embodiment in the form of DNA chip on which various polynucleotides anchored to readily hybridize with target gene fragments, potentially harboring the interested mutation, amplified from the sampled breast tissue. The test module can be a group of polynucleotides or a dedicated area on the chip. A discrete spot, attached with the polynucleotide designed specifically to hybridize only with the target gene fragment bearing the mutation of interest under stringent condition, on DNA chip and belong to a particular test module shall give rise to a signal readable by a microarray machine in the occurrence of a successful hybridization to notify and associate detection of the interested mutation to that particular test module for yielding a positive outcome.


The above described method and/or kit can cater supportive diagnosis in addition to conventional neoplasm grading or categorizing based on physical examination of the breast biopsy with or without further staining. The physician may have to conduct re-examination of the sampled tissues if there exist discrepancies between the results concluded from histologic examination and the disclosed method and/or kit. For instance, a sample being regarded as FA or benign PT with positive outcome in all three test modules shall be subjected to re-examination by the physician. It is clearly shown in the experiments of the present disclosure that FA or benign PT sample shall be clear of any mutations resided in genes associated to the third module of the disclosed method and/or kit. It is highly possible that the result of the physical or histologic examination is false negative. Health of the tested subject can be in jeopardy due to delay of treatment in view of the false result. The disclosed method and/or kit of the present disclosure offers extra mechanism to work against false negative or positive results arisen from subjective histologic examination, which is primarily relied upon experience of the physician performing the session.


The following example is intended to further illustrate the invention, without any intent for the invention to be limited to the specific embodiments described therein.


Example 1

Fibroepithelial tumors were diagnosed and subtyped according to clinical features and histopathological examination of surgically excised tumors. All cases were histologically reviewed by at least 2 expert breast pathologists. Criteria for diagnosis and grading were based on recommendations of the WHO Classification of Tumours of the Breast1. Briefly, phyllodes tumors were diagnosed when the fibroepithelial neoplasms showed an exaggerated intracanalicular pattern with leaf-like fronds accompanied by stromal hypercellularity. A benign phyllodes tumor was concluded when the lesion showed mild stromal cellularity with minimal nuclear atypia, pushing borders and mitoses of 4 or less per 10 high power fields, without stromal overgrowth. A diagnosis of malignant phyllodes tumor was rendered when there was marked stromal cellularity and atypia, presence of stromal overgrowth and permeative margins, with mitotic activity of 10 or more per 10 high power fields. Tumors with intermediate features were regarded as borderline. All 100 cases consisting of 21 FAs and 79 PTs were from fresh frozen tissue. Details of the samples employed in the present study are provided in Table 1 below. Of these, 69 cases had matching normal tissue. An additional five cases from FFPE (formalin-fixed paraffin embedded) slides, comprising concurrent (n=3) and longitudinal (n=2) cases were later included in the study.









TABLE 1







Clinical Characterisitcs of Fibroepithelial Tumor Pateitns

















Size of






Age

Tumor

Histological


No.
Specimen ID
(year)
Ethnicity
(mm)
Type of Surgery
Diagnosis
















1
Sample001*
42
Chinese
25
Excision
FA


2
Sample002
21
Chinese
35
Excision
FA


3
Sample003
38
Malay
25
Excision
FA


4
Sample005
39
Chinese
25
Excision
FA


5
Sample006
37
Others
50
Excision
FA


6
Sample007
28
Chinese
40
Excision
FA


7
Sample008
31
Others
80
Excision
FA


8
Sample010
21
Chinese
40
Excision
FA


9
Sample011
27
Chinese
40
Excision
FA


10
Sample013*
50
Chinese
70
Wide Excision
FA


11
Sample014*
25
Indian
30
Excision
FA


12
Sample015*
17
Malay
65
Excision
FA


13
Sample016*
42
Indian
37
Excision
FA


14
Sample018
39
Malay
15
Excision
FA


15
Sample019
34
Chinese
11
Excision
FA


16
Sample020
31
Chinese
25
Excision
FA


17
Sample021
32
Chinese
13
Excision
FA


18
Sample022
25
Chinese
39
Excision
FA


19
Sample023
24
Chinese
20
Excision
FA


20
Sample024
36
Chinese
30
Excision
FA


21
Sample025
58
Chinese
45
Excision
FA


22
Sample1001
55
Chinese
180
Excision
Benign PT


23
Sample1002
41
Others
140
Excision
Benign PT


24
Sample1003
55
Chinese
120
Excision
Benign PT


25
Sample1004
43
Others
63
Wide Excision
Benign PT


26
Sample1005
22
Chinese
35
Excision
Benign PT


27
Sample1006
39
Indian
650
Excision
Benign PT


28
Sample1007
26
Chinese
90
Excision
Benign PT


29
Sample1008
27
Malay
45
Excision
Benign PT


30
Sample1009
36
Malay
67
Excision
Benign PT


31
Sample1010
45
Chinese
80
SMAC
Benign PT


32
Sample1011
38
Chinese
95
Excision
Borderline PT


33
Sample1012
60
Chinese
28
Excision
Borderline PT


34
Sample1013
52
Indian
20
Wide Excision
Borderline PT


35
Sample1014
26
Chinese
48
Excision
Borderline PT


36
Sample1015
68
Chinese
190
Mastectomy
Borderline PT


37
Sample1016
52
Others
50
Wide Excision
Borderline PT


38
Sample1017
79
Chinese
44
SMAC
Borderline PT


39
Sample1018
62
Malay
32
Wide Excision
Borderline PT


40
Sample1019
53
Malay
63
Wide Excision
Malignant PT


41
Sample1020
45
Malay
220
Mastectomy
Malignant PT


42
Sample1021
59
Chinese
80
SMAC
Malignant PT


43
Sample1022
55
Others
200
Total Mastectomy
Malignant PT


44
Sample1024*
44
Chinese
50
Mastectomy
Benign PT


45
Sample1025*
41
Indian
80
Excision
Benign PT


46
Sample1026
30
Indian
55
Excision
Benign PT


47
Sample1027
31
Malay
60
Excision
Benign PT


48
Sample1028
21
Malay
60
Excision
Benign PT


49
Sample1029
39
Indian
40
Excision
Benign PT


50
Sample1030
30
Others
35
Excision
Benign PT


51
Sample1031
68
Malay
220
SMAC
Benign PT


52
Sample1032
28
Chinese
25
Excision
Benign PT


53
Sample1033
31
Chinese
50
Excision
Benign PT


54
Sample1034
21
Others
60
Excision
Benign PT


55
Sample1035
18
Malay
55
Excision
Benign PT


56
Sample1036
55
Chinese
250
Total Mastectomy
Benign PT


57
Sample1037
47
Malay
40
Wide Excision
Benign PT


58
Sample1038
55
Malay
120
Total Mastectomy
Benign PT


59
Sample1039*
55
Malay
55
SMAC
Benign PT


60
Sample1040*
46
Chinese
220
SMAC
Benign PT


61
Sample1041*
55
Chinese
60
Wide Excision
Benign PT


62
Sample1042*
20
Chinese
48
Excision
Benign PT


63
Sample1043*
48
Indian
25
Wide Excision
Benign PT


64
Sample1044*
31
Others
95
Wide Excision
Benign PT


65
Sample1045
22
Malay
28
Excision
Benign PT


66
Sample1046
53
Chinese
53
Excision
Benign PT


67
Sample1079
41
Chinese
40
Excision
Benign PT


68
Sample1023
45
Others
90
Mastectomy
Borderline PT


69
Sample1047*
63
Malay
150
Mastectomy
Borderline PT


70
Sample1048*
51
Chinese
100
Mastectomy
Borderline PT


71
Sample1049
62
Chinese
40
Wide Excision
Borderline PT


72
Sample1050
64
Malay
180
Wide Excision
Borderline PT


73
Sample1051
58
Chinese
50
Wide Excision
Borderline PT


74
Sample1052
69
Chinese
80
Mastectomy
Borderline PT


75
Sample1053
54
Malay
200
Mastectomy
Borderline PT


76
Sample1054
47
Chinese
190
SMAC
Borderline PT


77
Sample1055
57
Chinese
120
SMAC
Borderline PT


78
Sample1056
47
Malay
120
Excision
Borderline PT


79
Sample1057
44
Chinese
100
SMAC
Borderline PT


80
Sample1058*
61
Chinese
40
Excision
Borderline PT


81
Sample1059*
52
Malay
45
Wide Excision
Borderline PT


82
Sample1060*
47
Chinese
125
Mastectomy
Borderline PT


83
Sample1061*
55
Malay
250
SMAC
Borderline PT


84
Sample1062*
57
Chinese
82
Mastectomy
Borderline PT


85
Sample1063*
35
Chinese
190
Mastectomy
Borderline PT


86
Sample1064*
57
Malay
120
SMAC
Borderline PT


87
Sample1065*
55
Malay
85
Wide Excision
Borderline PT


88
Sample1066*
36
Others
250
SMAC
Borderline PT


89
Sample1067*
43
Chinese
30
Excision
Borderline PT


90
Sample1068*
37
Others
100
Mastectomy
Borderline PT


91
Sample1069*
58
Chinese
30
Excision
Borderline PT


92
Sample1070
36
Chinese
50
Excision
Borderline PT


93
Sample1071
51
Chinese
40
Excision
Borderline PT


94
Sample1072
45
Chinese
45
Wide Excision
Borderline PT


95
Sample1073*
39
Chinese
50
Mastectomy
Malignant PT


96
Sample1074
53
Chinese
250
Mastectomy
Malignant PT


97
Sample1075*
51
Chinese
135
Mastectomy
Malignant PT


98
Sample1076
54
Chinese
50
Total Mastectomy
Malignant PT


99
Sample1077*
47
Malay
40
Mastectomy
Malignant PT


100
Sample1078*
41
Chinese
165
Mastectomy
Malignant PT









Tumors and whole-blood were obtained from patients undergoing surgical excision of fibroepithelial tumors with informed consent. Genomic DNA (gDNA) from fresh frozen tissue was extracted and purified using the Qiagen Blood and Cell Culture DNA kit. Genomic DNA yield and quality were determined using Picogreen™ fluorometric analysis as well as visual inspection of agarose gel electrophoresis images. For FFPE samples from concurrent or longitudinal fibroepithelial tumors, the Qiagen FFPE Tissue Kit was used.


Example 2

Whole-exome sequencing was performed in 22 phyllodes tumors with matched tumor-normal pairs. Native genomic DNA was fragmented with the Covaris S2 (Covaris) system using recommended settings. Sequencing adaptor ligation was performed using the TruSeq Paired-End Genomic DNA kit (Illumina). For enrichment of coding sequences, we used the TruSeq Exome Enrichment kit (Illumina) according to the manufacturer's recommended protocol. Exome-enriched libraries were then sequenced on the 11lumina HiSeq 2000 instrument to generate 76 bp paired-end reads. Bioinformatics analysis, comprising sequence alignment, variant calling and identification of candidate somatic variants was performed as described in previous work46. Variants were filtered to retain only those covered by at least 15 reads and having at least three variant reads. Furthermore, those with variant allele frequencies (VAFs) lower than 5% were excluded. Indels overlapping simple repeat regions were discarded. All remaining candidate variants were visually inspected in the IGV genome browser47 to exclude likely germline mutations and sequencing artifacts. The synonymous mutations identified in the exome sequencing are included in Table 2 below.









TABLE 2







List of synonymous mutations identified from whole-exome sequencing of 22 cases of phyllodes.
























Allele



Gene
Specimen
Transcript
Nucleotide
Nucleotide
Amino acid
Total
Variant
Freq


Symbol
ID
ID
(genomic)
(cDNA)
(protein)
Depth
depth
(%)
Strand



















ABCA8
Sample1017
CCDS11680.1
g.chr17: 66872820
c.4104 G > A
p.Q1368Q
180
51
28.33






C > T


ADAMTS3
Sample1018
CCDS3553.1
g.chr4: 73156608
c.2895 C > T
p.P965P
21
9
42.86






G > A


AKAP1
Sample1010
CCDS11594.1
g.chr17: 55183962
c.1137 T > C
p.S379S
77
17
22.08
+





T > C


AKAP17A
Sample1016
CCDS14116.1
g.chrX: 1713051
c.696 C > T
p.S232S
185
35
18.92
+





C > T


C1orf106
Sample1003
CCDS44292.1
g.chr1: 200869255
c.204 G > A
p.A68A
78
22
28.21
+





G > A


CAPN11
Sample1020
CCDS47436.1
g.chr6: 44140712
c.564 A > G
p.V188V
86
23
26.74
+





A > G


CAPS2
Sample1015
CCDS9008.2
g.chr12: 75692554
c.1014 T > C
p.N256N
33
14
42.42






A > G


CC2D2B
Sample1017
CCDS53560.1
g.chr10: 97776020
c.471 T > C
p.F157F
29
16
55.17
+





T > C


CCNE2
Sample1018
CCDS6264.1
g.chr8: 95897751
c.636 C > T
p.Y212Y
37
12
32.43






G > A


CDH8
Sample1004
CCDS10802.1
g.chr16: 61851565
c.1095 C > T
p.R365R
27
6
22.22






G > A


CDHR1
Sample1012
CCDS7372.1
g.chr10: 85972079
c.1698 G > A
p.L566L
79
15
18.99
+





G > A


CHRNB4
Sample1004
CCDS58392.1
g.chr15: 78927868
c.117 T > C
p.R39R
41
9
21.95






A > G


CHST2
Sample1009
CCDS3129.1
g.chr3: 142839988
c.330 G > A
p.P110P
38
16
42.11
+





G > A


CKMT2
Sample1010
CCDS4053.1
g.chr5: 80555049
c.990 C > T
p.H330H
46
11
23.91
+





C > T


CLMN
Sample1009
CCDS9933.1
g.chr14: 95669715
c.1971 G > T
p.V657V
29
3
10.34






C > A


COG7
Sample1020
CCDS10610.1
g.chr16: 23453847
c.555 G > A
p.E185E
34
9
26.47






C > T


CREBRF
Sample1018
CCDS34293.1
g.chr5: 172517644
c.462 T > G
p.L154L
42
16
38.10
+





T > G


CST9
Sample1009
CCDS33450.1
g.chr20: 23586496
c.6 G > A
p.S2S
48
15
31.25






C > T


CTSW
Sample1018
CCDS8117.1
g.chr11: 65650257
c.627 G > C
p.L209L
95
18
18.95
+





G > C


DCST1
Sample1020
CCDS1083.1
g.chr1: 155015932
c.1119 C > T
p.A348A
292
202
69.18
+





C > T


DDX10
Sample1009
CCDS8342.1
g.chr11: 108544223
c.216 A > G
p.S72S
20
4
20.00
+





A > G


DGKZ
Sample1022
CCDS55757.1
g.chr11: 46388493
c.161 + 19123
p.R229R
71
24
33.80
+





G > A
G > A


DMRTB1
Sample1008
CCDS581.1
g.chr1: 53925399
c.273 G > C
p.P91P
18
3
16.67
+





G > C


DOCK2
Sample1005
CCDS4371.1
g.chr5: 169145665
c.2137 T > C
p.L713L
29
9
31.03
+





T > C


FAM149B1
Sample1007
CCDS44435.1
g.chr10: 74937664
c.213 T > G
p.S71S
22
7
31.82
+





T > G


FAM171A2
Sample1002
CCDS45701.1
g.chr17: 42433160
c.945 C > A
p.T315T
147
32
21.77






G > T


HDAC6
Sample1005
CCDS14306.1
g.chrX: 48663917
c.384 C > T
p.C128C
171
45
26.32
+





C > T


IL17RC
Sample1012
CCDS46746.1
g.chr3: 9975235
c.2121 G > C
p.G677G
30
8
26.67
+





G > C


ITPRIP
Sample1015
CCDS7557.1
g.chr10: 106074847
c.963 C > T
p.F321F
65
24
36.92






G > A


KCNQ3
Sample1011
CCDS56554.1
g.chr8: 133186552
c.618 G > A
p.T206T
133
25
18.80






C > T


KIAA1524
Sample1018
CCDS33812.1
g.chr3: 108285436
c.1323 A > C
p.T441T
34
15
44.12






T > G


LMBR1L
Sample1019
CCDS8780.2
g.chr12: 49491485
c.1440 C > T
p.P460P
16
8
50.00






G > A


LRRK2
Sample1022
CCDS31774.1
g.chr12: 40699634
c.3825 C > T
p.V1275V
52
17
32.69
+





C > T


LUZP1
Sample1019
CCDS30628.1
g.chr1: 23420374
c.381 C > T
p.F127F
60
18
30.00






G > A


MDFIC
Sample1006
CCDS34737.1
g.chr7: 114562510
c.39 C > T
p.A13A
72
15
20.83
+





C > T


MEP1B
Sample1018
CCDS45846.1
g.chr18: 29790543
c.999 C > T
p.Y333Y
34
13
38.24
+





C > T


MGA
Sample1018
CCDS55960.1
g.chr15: 42005387
c.3123 G > A
p.R1041R
37
8
21.62
+





G > A


MRVI1
Sample1019
CCDS44538.2
g.chr11: 10650311
c.612 C > T
p.V204V
165
48
29.09






G > A


MSRB3
Sample1017
CCDS8973.1
g.chr12: 65847599
c.405 C > T
p.C135C
59
15
25.42
+





C > T


MTMR2
Sample1017
CCDS8306.1
g.chr11: 95568499
c.1671 C > A
p.A629A
15
4
26.67






G > T


MUC16
Sample1011
CCDS54212.1
g.chr19: 9090324
c.1491 A > G
p.T497T
93
36
38.71






T > C


MYH2
Sample1022
CCDS11156.1
g.chr17: 10429954
c.4149 G > A
p.T1383T
44
11
25.00






C > T


MYT1
Sample1019
CCDS13558.1
g.chr20: 62848471
c.1683 G > C
p.R561R
17
4
23.53
+





G > C


N4BP2L1
Sample1004
CCDS9345.2
g.chr13: 32981873
c.216 C > T
p.F72F
60
15
25.00






G > A


NANOS1
Sample1015
CCDS7607.1
g.chr10: 120789991
c.678 C > G
p.L226L
27
12
44.44
+





C > G


ONECUT2
Sample1011
CCDS42440.1
g.chr18: 55103254
c.306 G > A
p.S102S
95
41
43.16
+





G > A


OPN5
Sample1015
CCDS4923.1
g.chr6: 47762990
c.447 C > T
p.A149A
35
8
22.86
+





C > T


OR5J2
Sample1011
CCDS31522.1
g.chr11: 55944495
c.402 A > T
p.V134V
135
54
40.00
+





A > T


PAPPA2
Sample1020
CCDS41438.1
g.chr1: 176664925
c.2676 G > A
p.Q892Q
305
67
21.97
+





G > A


PAPPA2
Sample1007
CCDS41438.1
g.chr1: 176709306
c.4125 C > T
p.D1375D
50
7
14.00
+





C > T


PAX5
Sample1004
CCDS6607.1
g.chr9: 36923359
c.903 T > A
p.I193I
22
6
27.27






A > T


PAX7
Sample1005
CCDS186.1
g.chr1: 19027296
c.936 C > A
p.T312T
53
13
24.53
+





C > A


PCDHA4
Sample1004
CCDS54914.1
g.chr5: 140188050
c.2388 + 11113
p.T426T
641
113
17.63
+





C > T
C > T


PCDHB12
Sample1012
CCDS4254.1
g.chr5: 140590657
c.2178 G > A
p.S726S
568
141
24.82
+





G > A


PCDHGB4
Sample1009
CCDS54924.1
g.chr5: 140769317
c.2421 + 27194
p.G622G
1011
287
28.39
+





C > T
C > T


PHACTR4
Sample1017
CCDS41294.1
g.chr1: 28792909
c.483 G > A
p.Q161Q
66
21
31.82
+





G > A


PINK1
Sample1001
CCDS211.1
g.chr1: 20960254
c.213 C > T
p.R71R
68
24
35.29
+





C > T


PITX1
Sample1006
CCDS4182.1
g.chr5: 134364655
c.759 C > T
p.L253L
179
45
25.14






G > A


PLOD1
Sample1001
CCDS142.1
g.chr1: 12017059
c.729 C > T
p.N243N
71
15
21.13
+





C > T


RAB4B
Sample1017
CCDS33030.1
g.chr19: 41289901
c.351 C > T
p.I117I
238
103
43.28
+





C > T


RBFOX1
Sample1007
CCDS10532.1
g.chr16: 7629901
c.453 G > A
p.P151P
51
16
31.37
+





G > A


RFWD3
Sample1018
CCDS32486.1
g.chr16: 74670422
c.1248 C > T
p.G416G
13
3
23.08






G > A


RMND5B
Sample1011
CCDS4431.1
g.chr5: 177574771
c.1005 G > C
p.V322V
112
49
43.75
+





G > C


RNF213
Sample1004
CCDS58606.1
g.chr17: 78346350
c.12567 C > T
p.Y4189Y
41
14
34.15
+





C > T


SERPINB5
Sample1015
CCDS32839.1
g.chr18: 61166370
c.585 G > T
p.V195V
17
4
23.53
+





G > T


SHROOM2
Sample1004
CCDS14135.1
g.chrX: 9864507
c.2559 C > T
p.N853N
127
28
22.05
+





C > T


SLC46A2
Sample1004
CCDS6786.1
g.chr9: 115652773
c.189 G > A
p.R63R
135
28
20.74






C > T


SLC9A2
Sample1006
CCDS2062.1
g.chr2: 103274192
c.459 C > T
p.A153A
132
36
27.27
+





C > T


SPTBN1
Sample1003
CCDS33198.1
g.chr2: 54880757
c.5589 G > T
p.L1850L
44
5
11.36
+





G > T


SPTBN5
Sample1020
NM_016642
g.chr15: 42185218
c.258 C > T
p.D86D
65
26
40.00






G > A


SYNDIG1L
Sample1016
CCDS41970.1
g.chr14: 74876370
c.78 G > A
p.P26P
198
77
38.89






C > T


TAF4
Sample1011
CCDS33500.1
g.chr20: 60581740
c.2049 A > G
p.P683P
60
30
50.00






T > C


TBX4
Sample1003
CCDS11629.1
g.chr17: 59557478
c.819 C > T
p.S273S
26
7
26.92
+





C > T


TMUB2
Sample1016
CCDS11479.1
g.chr17: 42266939
c.525 C > T
p.T175T
174
91
52.30
+





C > T


TPRX1
Sample1022
CCDS33066.1
g.chr19: 48305782
c.486 G > A
p.P162P
27
7
25.93






C > T


TRPM3
Sample1020
CCDS6634.1
g.chr9: 73254051
c.1047 G > A
p.V502V
61
16
26.23






C > T


VSIG10
Sample1003
CCDS44992.1
g.chr12: 118506219
c.1530 C > T
p.N510N
52
17
32.69






G > A


WDR90
Sample1020
CCDS42092.1
g.chr16: 702523
c.1110 C > T
p.H370H
189
72
38.10
+





C > T


ZFHX3
Sample1015
CCDS10908.1
g.chr16: 72821612
c.10563 C > T
p.G2607G
34
5
14.71






G > A


ZFP69B
Sample1017
CCDS452.2
g.chr1: 40928610
c.954 A > G
p.Q318Q
157
42
26.75
+





A > G


ZNF467
Sample1017
CCDS5899.1
g.chr7: 149462373
c.1218 G > A
p.A406A
203
41
20.20






C > T


ZNF804B
Sample1017
CCDS5613.1
g.chr7: 88963295
c.999 T > C
p.D333D
81
50
61.73
+





T > C


ZNF808
Sample1020
CCDS46167.1
g.chr19: 53057402
c.1233 A > G
P.Q411Q
269
92
34.20
+





A > G


ZSCAN5B
Sample1004
CCDS46203.1
g.chr19: 56701298
c.1386 C > T
p.S462S
112
33
29.46






G > A









PCR amplification was conducted with Platinum Taq Polymerase (Life Technologies). The PCR program included one cycle at 95° C. for 10 min, 35 cycles at 95° C. for 30 s, 58° C. for 30 s and 72° C. for 1 min and one cycle at 72° C. for 10 min. The BigDye Terminator v.3.1 kit (Applied Biosystems) was used for bidirectional sequencing on generated PCR amplicons, and products were fractionated using the ABI PRISM 3730 Genetic Analyzer (Applied Biosystems). Sequencing traces were aligned to reference sequences using Lasergene 10.1 (DNASTAR) and were visually analysed. The present disclosure selected 60 putative somatic mutations for Sanger validation (both tumor and normal sample) comprising mutations in recurrently mutated genes, cancer-associated genes and randomly selected genes. Of these, 54 mutations were successfully validated, 4 were found to be false positives and 2 failed to sequence, indicating a true positive rate of 90%. Validated mutations are highlighted with an asterisk in Table 3.









TABLE 3







List of candidate somatic mutations identified from whole-exome sequencing of 22 cases of phyllodes tumors






















Variant
Total
Variant Allele
In




Gene
Publish

Amino acid

Read
Read
Frequency
COSMIC




Symbol
 ID
Nucleotide (genomic)
(protein)
Mutation type
Depth
Depth
(%)
?
PROVEAN
SIFT





A2M
Sample1
g.chr12: 9260214C > T
p.G262E
Missense_
  3
 38
  8
No
Deleterious
Damaging



020


Mutation











ABCA3
Sample1
g.chr16: 2328293G > A
p.H1572Y
Missense_
 36
102
 35
No
Deleterious
Damaging



015


Mutation











ABCB1
Sample1
g.chr7: 87229457_87229459del
p.14delK
In_Frame_Del
 14
 28
 50
No
Deletion
Neutral



015
TTC













ABCB4
Sample1
g.chr7: 87073059_87073060del
p.R383fs
Frame_Shift_Del
 11
 29
 38
No
NA
NA



011
CT













ABCB9
Sample1
g.chr12: 123419901_123419902
p.V607fs
Frame_Shift_Del
 39
127
 31
No
NA
NA



011
delCA













ABCC9
Sample1
g.chr12: 22001135G > A
p.R939W
Missense_
 21
 85
 25
No
Deleterious
Damaging



022


Mutation











ABR
Sample1
g.chr17: 986763_986764delTG
p.S166fs
Frame_Shift_Del
 13
 39
 33
No
NA
NA



011














ACSF3
Sample1
g.chr16: 89178494_89178529del
Splice_Site
Splice_Site
 60
160
 38
No
NA
NA



011
TCGTAGGTTTGGGAAAAGTTCTTAAGTTC












TGAAACG













ACSM3
Sample1
g.chr16: 20797427A > G
p.M391V
Missense_
  3
 28
 11
No
Deleterious
Damaging



017


Mutation











ACTN1
Sample1
g.chr14: 69387836C > T
p.R76H
Missense_
  7
 21
 33
No
Deleterious
Damaging



020


Mutation











ACVR1
Sample1
g.chr2: 158655996C > T
p.G4R
Missense_
  9
 18
 50
No
Neutral
Damaging



009


Mutation











ADAM32
Sample1
g.chr8: 38975647T > C
p.I34T
Missense_
  5
 16
 31
No
Deleterious
Damaging



011


Mutation











ADAMTS
Sample1
g.chr16: 77387722delC
p.D508fs
Frame_Shift_Del
 38
 66
 58
No
NA
NA


18*
019














ADAMTS
Sample1
g.chr11: 130275962G > A
p.R721W
Missense_
 51
157
 32
No
Deleterious
Damaging


8
005


Mutation











ADCY4
Sample1
g.chr14: 24795037T > C
p.E571G
Missense_
 30
 94
 32
No
Neutral
Tolerated



007


Mutation











A2M
Sample1
g.chr12: 9260214C > T
p.G262E
Missense_
  3
 38
  8
No
Deleterious
Damaging



020


Mutation











ABCA3
Sample1
g.chr16: 2328293G > A
p.H1572Y
Missense_
 36
102
 35
No
Deleterious
Damaging



015


Mutation











ABCB1
Sample1
g.chr7: 87229457_87229459del
p.14delK
In_Frame_Del
 14
 28
 50
No
Deletion
Neutral



015
TTC













ABCB4
Sample1
g.chr7: 87073059_87073060del
p.R383fs
Frame_Shift_Del
 11
 29
 38
No
NA
NA



011
CT













ABCB9
Sample1
g.chr12: 123419901_123419902
p.V607fs
Frame_Shift_Del
 39
127
 31
No
NA
NA



011
delCA













ABCC9
Sample1
g.chr12: 22001135G > A
p.R939W
Missense_
 21
 85
 25
No
Deleterious
Damaging



022


Mutation











ABR
Sample1
g.chr17: 986763_986764delTG
p.S166fs
Frame_Shift_Del
 13
 39
 33
No
NA
NA



011














ACSF3
Sample1
g.chr16: 89178494_89178529de;
Splice_Site
Splice_Site
 60
160
 38
No
NA
NA



011
TCGTAGGTTTGGGAAAAGTTCTTAAGTTC












TGAAACG













ACSM3
Sample1
g.chr16: 20797427A > G
p.M391V
Missense_
  3
 28
 11
No
Deleterious
Damaging



017


Mutation











ACTN1
Sample1
g.chr14: 69387836C > T
p.R76H
Missense_
  7
 21
 33
No
Deleterious
Damaging



020


Mutation











ACVR1
Sample1
g.chr2: 158655996C > T
p.G4R
Missense_
  9
 18
 50
No
Neutral
Damaging



009


Mutation











ADAM32
Sample1
g.chr8: 38975647T > C
p.I34T
Missense_
  5
 16
 31
No
Deleterious
Damaging



011


Mutation











ADAMTS
Sample1
g.chr16: 77387722delC
p.D508fs
Frame_Shift_Del
 38
 66
 58
No
NA
NA


18*
019














ADAMTS
Sample1
g.chr11: 130275962G > A
p.R721W
Missense_
 51
157
 32
No
Deleterious
Damaging


8
005


Mutation











ADCY4
Sample1
g.chr14: 24795037T > C
p.E571G
Missense_
 30
 94
 32
No
Neutral
Tolerated



007


Mutation











ADIPOQ
Sample1
g.chr3: 186572218A > G
p.I154V
Missense_
 34
 84
 40
No
Neutral
Tolerated



018


Mutation











AFTPH
Sample1
g.chr2: 64780470_6478047insC
p.S622fs
Frame_Shift_Ins
 14
 50
 28
No
NA
NA



013














AHDC1
Sample1
g.chr1: 27877033C > T
p.V532M
Missense_
 30
128
 23
No
Nuetral
Tolerated



006


Mutation











AHR
Sample1
g.chr7: 17378879G > A
p.S477N
Missense_
 14
 54
 26
No
Neutral
Tolerated



002


Mutation











AIFM3
Sample1
g.chr22: 21328426G > T
p.D144Y
Missense_
 10
 40
 25
No
Deleterious
Damaging



012


Mutation











AKAP11
Sample1
g.chr13: 42875001C > G
p.Q707E
Missense_
 11
 41
 27
No
Neutral
Damaging



015


Mutation











ALOX15
Sample1
g.chr17: 4542851_4542864del
p.R66fs
Frame_Shift_Del
 11
180
  6
No
NA
NA



010
GGAGGTGCCGTTTG













AMBP
Sample1
g.chr9: 116840480G >
p.L4F
Missense_
 36
150
 24
No
Neutral
Damaging



007


Mutation











ANKS1B
Sample1
g.chr12: 100200391G > C
p.P154A
Missense_
  6
 27
 22
No
Deleterious
Tolerated



019


Mutation











ANO2
Sample1
g.chr12: 5848527G > A
p.R460X
Nonsense_
 12
 36
 33
No
NA
NA



012


Mutation











ANPEP
Sample1
g.chr15: 90349528T > C
p.N96S
Missense_
 67
253
 26
No
Neutral
Tolerated



007


Mutation











ARHGAP2
Sample1
g.chr17: 36666590G > C
p.E1192D
Missense_
 14
 31
 45
No
Neutral
Damaging


3
018


Mutation











ARHGAP3
Sample1
g.chr19: 47491278G > A
p.G1287R
Missense_
 10
 54
 19
No
Deleterious
Damaging


5
012


Mutation











ARHGAP9
Sample1
g.chr12: 57869165_57869172del
p.P485fs
Frame_Shift_Del
107
217
 49
No
NA
NA



017
GCCTTCGG













ARHGEF40
Sample1
g.chr14: 21543514_21543515del
p.L492fs
Frame_Shift_Del
 24
 59
 41
No
NA
NA



015
CT













ASGR2
Sample1
g.chr17: 7004974G > A
p.R286C
Missense_
 37
 98
 38
No
Deleterious
Damaging



018


Mutation











ASXL1*
Sample1
g.chr20: 31022441_31022442ins
p.G643fs
Frame_Shift_Ins
 13
 85
 15
Yes
NA
NA



015
G













ATL2
Sample1
g.chr2: 38540302C > G
p.K265N
Missense_
  3
 19
 16
No
Deleterious
Tolerated



015


Mutation











ATP1A1
Sample1
g.chr1: 116933028_116933029
p.Q406fs
Frame_Shift_Del
  9
 40
 23
No
NA
NA



011
delAG














BCOR*

Sample1
g.chrX:? 39933692C > A
p.A303S
Missense_
 34
135
 25
No
Neutral
Tolerated



015


Mutation












BCOR*

Sample1
g.chrX: 39933221T > A
p.K460X
Nonsense_
 38
104
 37
No
NA
NA



009


Mutation











BCORL1
Sample1
g.chrX: 129149183_129149184
p.I813fs
Frame_Shift_Ins
 50
121
 41
No
NA
NA



009
insT













BRCA1*
Sample1
g.chr17: 41243803T > G
p.T1249P
Missense_
 14
545
 26
No
Neutral
Damaging



007


Mutation











C11orf65
Sample1
g.chr11: 10827239A > C
p.S159R
Missense_
 38
 79
 48
No
Neutral
Tolerated



018


Mutation











C14orf23
Sample1
g.chr14: 29261307_29261308
p.K115fs
Frame_Shift_Ins
 26
 26
100
No
NA
NA



006
insC













C16orf70
Sample1
g.chr16: 67174454C > T
p.S279L
Missense_
 23
109
 21
No
Deleterious
Damaging



003


Mutation











C19orf44
Sample1
g.chr19: 16620509delC
p.S450fs
Frame_Shift_Del
 31
108
 29
No
NA
NA



005














C1RL
Sample1
g.chr12: 7254441G > T
p.D181E
Missense_
 38
146
 26
No
Neutral
Tolerated



022


Mutation











CACNA1C
Sample1
g.chr12: 2783799C > G
p.P1655A
Missense_
 11
 33
 33
No
Deleterious
Damaging



015


Mutation











CACNA1H
Sample1
g.chr16: 1254123G > A
p.A706T
Missense_
 40
125
 32
No
Neutral
Tolerated



018


Mutation











CAPN6
Sample1
g.chrX: 110494819_110494820
p.N284fs
Frame_Shift_Del
 13
 33
 39
No
NA
NA



011
delTT













CARM1
Sample1
g.chr19: 11015690A > G
p.K95R
Missense_
 19
 56
 34
No
Neutral
Tolerated



001


Mutation











CCDC105
Sample1
g.chr19: 15131436C > T
p.T280M
Missense_
 13
 71
 18
No
Deleterious
Damaging



008


Mutation











CCDC40
Sample1
g.chr17: 78069131_78069132
p.R968fs
Frame_Shift_Del
 59
151
 39
No
NA
NA



011
delAG













CCDC87
Sample1
g.chr11: 66359086G > T
p.N467K
Missense_
 47
 79
 59
No
Deleterious
Damaging



019


Mutation











CD244
Sample1
g.chr1: 160811264T > C
p.K131E
Missense_
 27
 75
 36
No
Neutral
Damaging



011


Mutation











CD36
Sample1
g.chr7: 80300370C > T
p.A299V
Missense_
  7
 19
 37
No
Neutral
Tolerated



001


Mutation











CEP57L1
Sample1
g.chr6: 109475109A > G
p.E179G
Missense_
  5
 18
 28
No
Deleterious
Damaging



007


Mutation











CEP95
Sample1
g.chr17: 62512894C > T
p.P141S
Missense_
  3
 24
 13
No
Neutral
Tolerated



020


Mutation











CERCAM
Sample1
g.chr9: 131193476A > G
p.N366S
Missense_
 15
 60
 25
No
Neutral
Tolerated



010


Mutation











CHD4*
Sample1
g.chr12: 6701695C > T
p.A938T
Missense_
 24
 65
 37
No
Neutral
Tolerated



009


Mutation











CHD8*
Sample1
g.chr14: 21883749C > T
p.R651Q
Missense_
 26
 76
 34
Yes
Deleterious
Damaging



016


Mutation











CHL1
Sample1
g.chr3: 391164A > T
p.Y324F
Missense_
 22
 59
 37
No
Deleterious
Damaging



011


Mutation











CHSY1
Sample1
g.chr15: 101775690C > G
p.G138A
Missense_
 10
 50
 20
No
Deleterious
Damaging



001


Mutation











CLN3
Sample1
g.chr16: 28500652C > T
p.D61N
Missense_
 21
 51
 41
No
Deleterious
Damaging



004


Mutation











CNOT3
Sample1
g.chr19: 54651974C > T
p.P329L
Missense_
 46
120
 38
No
Neutral
Damaging



020


Mutation











COG6
Sample1
g.chr13: 40253706_40253707del
p.Q191fs
Frame_Shift_Del
 20
 89
 22
No
NA
NA



011
AG













COL27A1*
Sample1
g.chr9: 117047025delC
p.P1319fs
Frame_Shift_Del
 14
 70
 20
No
NA
NA



003














COL6A3
Sample1
g.chr2: 238287314C > T
p.S821N
Missense_
 17
 28
 61
No
Neutral
Tolerated



019


Mutation











COL6A6
Sample1
g.chr3: 130284165_130284166
p.Q330fs
Frame_Shift_Del
 27
 68
 40
No
NA
NA



011
delAG













CPZ
Sample1
g.chr4: 8605805C > T
p.T200M
Missense_
 43
 98
 44
No
Neutral
Damaging



013


Mutation











CREB3
Sample1
g.chr9: 35736505_35736506del
p.C300fs
Frame_Shift_Del
 49
148
 33
No
NA
NA



011
TG













CRELD2
Sample1
g.chr22: 50315936_50315973del
Splice_Site
Splice_Site
 58
111
 52
No
NA
NA



022
CCTCAGCAGTCAGGACCGGCCTCTCCGAT












TCTTACCCG













CSNK1E
Sample1
g.chr22: 38694894T > C
p.D261G
Missense_
 14
 49
 29
No
Deleterious
Damaging



003


Mutation











CTCF
Sample1
g.chr16: 67654643G > A
p.R377H
Missense_
 31
 71
 44
Yes
Deleterious
Damaging



016


Mutation











CTSB
Sample1
g.chr8: 11710887_11710888del
p.L26fs
Frame_Shift_Del
 57
151
 38
No
NA
NA



011
AG













CUL7
Sample1
g.chr6: 43021566AG > C
p.L11V
Missense_
  5
 21
 24
No
Neutral
Damaging



015


Mutation











DACT3
Sample1
g.chr19: 47152031C > A
p.G533V
Missense_
  8
 17
 47
No
Deleterious
Damaging



018


Mutation











DAPK1
Sample1
g.chr9: 90262269C > T
p.T427I
Missense_
  7
 28
 25
No
Neutral
Tolerated



020


Mutation











DARS
Sample1
g.chr2: 13674299G > A
p.R15W
Missense_
 59
136
 43
No
Neutral
Damaging



020


Mutation











DBR1
Sample1
g.chr3: 137886001_137886002
p.E212fs
Frame_Shift_Del
 14
 33
 42
No
NA
NA



011
delCT













DDX26B
Sample
g.chrX: 134683595C > A
p.S257R
Missense_
  3
 17
 18
No
Neutral
Tolerated



008


Mutation











DENND4A
Sample1
g.chr15: 660340171T > C
p.K305R
Missense_
  3
 31
 10
No
Neutral
Tolerated



016


Mutation











DIEXF
Sample1
g.chr1: 210024734C > T
p.A738V
Missense_
 50
100
 50
No
Deleterious
Tolerated



019


Mutation











DLAT
Sample1
g.chr11: 111899638C > A
p.A210D
Missense_
  4
 24
 17
No
Neutral
Damaging



015


Mutation











DNAH11
Sample1
g.chr7: 21630855C > T
p.T776M
Missense_
 12
 37
 32
Yes
Deleterious
Damaging



015


Mutation











DNAH9
Sample1
g.chr17: 11774964A > G
p.N3368S
Missense_
 24
 74
 32
No
Neutral
Tolerated



017


Mutation











DNAJB7
Sample1
g.chr22: 41257875_41257877del
p.41delE
In_Frame_Del
 29
120
 24
No
Deletion
Deleterious



011
CTT













DNAJC13
Sample1
g.chr3: 132193779T > G
p.F765L
Missense_
  3
 21
 14
No
Deleterious
Tolerated



016


Mutation











DNAJC6
Sample1
g.chr1: 65855042C > G
p.P376A
Missense_
 49
114
 43
No
Deleterious
Tolerated



019


Mutation











DRD1
Sample1
g.chr5: 174870020C > A
p.C28F
Missense_
 16
 92
 17
No
Deleterious
Damaging



003


Mutation











DYX1C1
Sample1
g.chr5: 55731751C > T
p.R271K
Missense_
 13
 37
 35
No
Neutral
Tolerated



009


Mutation











EDEM1
Sample1
g.chr3: 5248868C > G
p.D416E
Missense_
  3
 47
  6
No
Neutral
Tolerated



022


Mutation











EGFR*
Sample1
g.chr7: 55210075T > G
p.L62R
Missense_
 10
 37
 27
Yes
Neutral
Damaging



022


Mutation











EHBP1L1
Sample1
g.chr11: 65353024G > A
p.D1299N
Missense_
  7
 26
 27
No
Deleterious
Damaging



018


Mutation











EIF2S1
Sample1
g.chr14: 67831626C > G
p.L48V
Missense_
  4
 24
 17
No
Deleterious
Damaging



020


Mutation











EIF4E1B
Sample1
g.chr5: 176072180G > A
p.R137H
Missense_
 43
183
 23
No
Deleterious
Damaging



001


Mutation











EIF5
Sample1
g.chr14: 103803555A > C
p.N144H
Missense_
 15
 33
 45
No
Deleterious
Damaging



022


Mutation











EMR2
Sample1
g.chr19: 14865840T > C
p.R506G
Missense_
 21
 64
 33
No
Neutral
Tolerated



011


Mutation











EOGT
Sample1
g.chr3: 69053547T > C
p.K201R
Missense_
 19
 42
 45
No
Neutral
Tolerated



009


Mutation











ERBB4*
Sample1
g.chr2: 212568899A > G
p.W407R
Missense_
 10
 42
 24
No
Deleterious
Damaging



014


Mutation











EXPH5
Sample1
g.chr11: 108381510_108381511
p.N1575fs
Frame_Shift_Del
 48
145
 33
No
NA
NA



011
delTT













FAM135B
Sample1
g.chr8: 139153543G > A
p.R1230W
Missense_
 20
 55
 36
No
Deleterious
Damaging



015


Mutation











FAM58A*
Sample1
g.chrX: 152858095C > A
p.D142Y
Missense_
 26
 51
 51
No
Deleterious
Damaging



011


Mutation











FAT3
Sample1
g.chr11: 92088328G > A
p.R1017Q
Missense_
 38
118
 32
No
Neutral
Damaging



018


Mutation











FBXL18
Sample1
g.chr7: 5541530C > T
p.V124M
Missense_
 24
 68
 35
No
Neutral
Tolerated



018


Mutation











FBXO5
Sample1
g.chr6: 153304004G > C
p.R31G
Missense_
 20
 67
 30
No
Neutral
Tolerated



020


Mutation











FCAR
Sample1
g.chr19: 55401207G > A
p.R281Q
Missense_
 10
 44
 23
No
Neutral
Tolerated



008


Mutation











FCHO1
Sample1
g.chr19: 17873655C > T
p.R38W
Missense_
 11
 53
 21
No
Deleterious
Damaging



004


Mutation











FERMT2
Sample1
g.chr14: 53345393_53345394del
p.P290fs
Frame_Shift_Del
  9
 22
 41
No
NA
NA



011
TC













FGD3
Sample1
g.chr9: 95780476G > T
p.R445M
Missense_
 17
 62
 27
No
Deleterious
Damaging



005


Mutation











FGFBP1*
Sample1
g.chr4: 15937592_15937593del
p.L221fs
Frame_Shift_Del
 23
132
 17
No
NA
NA



003
AG













FGG
Sample1
g.chr4: 155528074A > T
p.Y304X
Nonsense_
  7
 48
 15
No
NA
NA



003


Mutation












FLNA*

Sample1
g.chrX: 153588592C > T
p.A1191T
Missense_
 26
 95
 27
No
Deleterious
Damaging



002


Mutation












FLNA*

Sample1
g.chrX: 153588433G > A
p.P1244S
Missense_
 41
211
 19
No
Deleterious
Damaging



014


Mutation












FLNA*

Sample1
g.chrX: 153586590C > A
p.G1578C
Missense_
 42
157
 27
No
Deleterious
Damaging



015


Mutation












FLNA*

Sample1
g.chrX:153588460A > G
p.Y1235H
Missense_
 95
267
 36
No
Deleterious
Damaging



020


Mutation











FN1
Sample1
g.chr2: 216232664G > A
p.R2314X
Nonsense_
 49
127
 39
Yes
NA
NA



020


Mutation











FRMD5
Sample1
g.chr15: 44166164G > T
p.F544L
Missense_
 31
 91
 34
No
Neutral
Tolerated



010


Mutation











GAK
Sample1
g.chr4: 884326_884327delTG
p.Y358fs
Frame_Shift_Del
 18
 45
 40
No
NA
NA



011














GAL3ST4
Sample1
g.chr7: 99757748G > A
p.R422C
Missense_
 19
 73
 26
Yes
Deleterious
Damaging



004


Mutation











GATAD2B
Sample1
g.chr1: 153789891C > T
p.R286H
Missense_
 14
 39
 36
No
Neutral
Damaging



016


Mutation











GGNBP2
Sample1
g.chr17: 34935826G > T
p.D333Y
Missense_
 13
 50
 26
No
Deleterious
Damaging



015


Mutation











GLG1
Sample1
g.chr16: 74640733G > T
p.P87Q
Missense_
 26
159
 16
No
Neutral
Tolerated



006


Mutation











GOLGB1
Sample1
g.chr3: 121416264C > T
p.E1031K
Missense_
 27
127
 21
No
Neutral
Damaging



004


Mutation











GPR87
Sample1
g.chr3: 151012291C > T
p.R248Q
Missense_
 11
 45
 24
Yes
Neutral
Damaging



007


Mutation











GRINA
Sample1
g.chr8: 145066702A > G
p.I298V
Missense_
 75
260
 29
No
Neutral
Tolerated



011


Mutation











GTF3A
Sample1
g.chr13: 28009327_28009330del
Splice_Site
Slice_Site
 24
 66
 36
No
NA
NA



011
AAAG













H2BFWT
Sample1
g.ch4X: 103268004G > A
p.R77C
Missense_
 72
206
 35
Yes
Neutral
Tolerated



015


Mutation











HIST2H2AC
Sample1
g.chr1: 149858631G > A
p.R36H
Missense_
 58
209
 28
No
Deleterious
Damaging



001


Mutation











HNRNPM
Sample1
g.chr19: 8528536_8528537delAT
p.H135fs
Frame_Shift_Del
 46
 96
 48
No
NA
NA



019














HSD17B14
Sample1
g.chr19: 49337579C > G
p.G55A
Missense_
 30
136
 22
No
Neutral
Tolerated



010


Mutation











IGLON5
Sample1
g.chr19: 51830039A > G
p.E178G
Missense_
 21
 62
 34
No
Deleterious
Damaging



018


Mutation











IKZF2
Sample1
g.chr2: 213872521C > A
p.G382C
Missense_
 75
187
 40
No
Deleterious
Damaging



019


Mutation











INPP4B
Sample1
g.chr4: 143045802G > A
p.A611V
Missense_
 10
 22
 45
No
Neutral
Damaging



018


Mutation











ITGA11
Sample1
g.chr15: 68643023T > C
p.N331S
Missense_
 15
 82
 18
No
Deleterious
Damaging



019


Mutation











ITGB6
Sample1
g.chr2: 161052787T > C
p.K96E
Missense_
  9
 28
 32
No
Neutral
Tolerated



019


Mutation











ITGB7
Sample1
g.chr12: 53585670_53585672del
p.763delK
In_Frame_Del
 34
119
 29
No
Deletion
Deleterious



011
CTT













JAK2*
Sample1
g.chr9: 5126787G > A
p.G1132E
Missense_
 24
 56
 32
No
Neutral
Damaging



011


Mutation











KHDRBS1
Sample1
g.chr1: 32508212A > C
p.Y440S
Missense_
 14
 40
 35
No
Deleterious
Damaging



011


Mutation











KIAA0100
Sample1
g.chr17: 26955366C > T
p.R1504Q
Missense_
 44
 67
 66
No
Neutral
Tolerated



017


Mutation











KIAA1549
Sample1
g.chr7: 138597137T > C
p.N933S
Missense_
 37
 72
 51
No
Neutral
Tolerated



019


Mutation











KIAA1731
Sample1
g.chr11: 93462600_93462603del
Splice_Site
Splice_Site
 21
 73
 29
No
Deleterious
NA



011
GTGA













KLHL18
Sample1
g.chr3: 47364180G > T
p.C128F
Missense_
  4
 15
 27
No
Deleterious
Damaging



004


Mutation











KLRG2
Sample1
g.chr7: 139138324G > T
p.S296Y
Missense_
 15
 29
 52
No
Neutral
Damaging



016


Mutation











KRT35
Sample1
g.chr17: 39637022C > T
p.G110S
Missense_
 32
174
 18
No
Neutral
Tolerated



014


Mutation











KRT81
Sample1
g.chr12: 52681800G > A
p.R290W
Missense_
 33
 92
 36
No
Deleterious
Damaging



016


Mutation











L1CAM
Sample1
g.chrX: 153136367C > T
p.G191D
Missense_
 43
101
 43
No
Deleterious
Damaging



018


Mutation











LAMA3
Sample1
g.chr18: 21416962C > A
p.A1001D
Missense_
  3
 39
  8
No
Deleterious
Damaging



009


Mutation











LHB
Sample1
g.chr19: 49519442_49519443del
p.P103fs
Frame_Shift_Del
137
424
 32
No
NA
NA



011
AG













LONP2
Sample1
g.chr16: 48311278G > A
p.R242H
Missense_
 11
 36
 31
Yes
Deleterious
Damaging



006


Mutation











LPCAT1
Sample1
g.chr5: 1489895_1489896delTT
p.K191fs
Frame_Shift_Del
 17
 52
 33
No
NA
NA



011














LRP1
Sample1
g.chr12: 57602905C > T
p.A4062V
Missense_
 70
184
 38
No
Deleterious
Tolerated



016


Mutation











LRP1B
Sample1
g.chr2: 141473612A > G
p.S1985P
Missense_
  3
 18
 17
No
Deleterious
Damaging



019


Mutation











LRP2
Sample1
g.chr2: 170101380G > A
p.R1085C
Missense_
  8
 28
 29
Yes
Deleterious
Damaging



011


Mutation











LRTOMT
Sample1
g.chr11: 71800199C > A
p.H24N
Missense_
  3
 46
  7
No
Neutral
Tolerated



009


Mutation











LZTS2
Sample1
g.chr10: 102763885C > T
p.R344W
Missense_
 84
108
 78
No
Deleterious
Damaging



017


Mutation











MAGEF1
Sample1
g.chr3: 1844289084G > A
p.L176F
Missense_
 22
 64
 34
No
Neutral
Tolerated



011


Mutation











MAGI3
Sample1
g.chr1: 114226044G > T
p.R1285L
Missense_
 11
 39
 28
No
Neutral
Damaging



015


Mutation











MARK4
Sample1
g.chr19: 45805827_45805828ins
p.E707fs
Frame_Shift_Ins
  5
 55
  9
No
NA
NA



001
G













MAST1
Sample1
g.chr19: 12958197G > A
p.E141K
Missense_
 84
180
 47
No
Deleterious
Tolerated



019


Mutation











MAST4*
Sample1
g.chr5: 66550553_66440554del
p.S929fs
Frame_Shift_Del
 22
 51
 43
No
NA
NA



011
TG













MATN4
Sample1
g.chr20: 43933326C > T
p.R62Q
Missense_
 50
113
 44
No
Neutral
NA



020


Mutation











MDC1
Sample1
g.chr6: 30679695_30679696del
p.E675fs
Frame_Shift_Del
 16
 40
 40
No
NA
NA



011
TC














MED12*

Sample1
g.chrX: 70339234_70339257del
p.A38_
In_Frame_Del
  7
 32
 22
No
Deletion
Deleterious



015
GGCCTTGAATGTAAAACAAGGTTT
F45del













MED12*

Sample1
g.chrX: 70339253G > T
p.G44C
Missense_
 18
 74
 24
Yes
Deleterious
Damaging



003


Mutation












MED12*

Sample1
g.chrX: 70339253G > A
p.G44S
Missense_
 13
 73
 18
Yes
Deleterious
Damaging



004


Mutation












MED12*

Sample1
g.chrX: 70339253G > T
p.G44C
Missense_
  8
 48
 17
Yes
Deleterious
Damaging



006


Mutation












MED12*

Sample1
g.chrX: 70339254G > T
p.G44V
Missense_
 17
 53
 32
Yes
Deleterious
Damaging



007


Mutation












MED12*

Sample1
g.chrX: 70339251A > C
p.Q43P
Missense_
 11
 58
 19
Yes
Deleterious
Damaging



008


Mutation












MED12*

Sample1
g.chrX: 70338240T > G
p.L36R
Missense_
 14
 52
 27
Yes
Deleterious
Damaging



010


Mutation












MED12*

Sample1
g.chrX: 70339254G > A
p.G44D
Missense_
 26
 34
 76
Yes
Deleterious
Damaging



016


Mutation












MED12*

Sample1
g.chrX: 70339253G > A
p.G44S
Missense_
 16
 54
 30
Yes
Deleterious
Damaging



020


Mutation












MED12*

Sample1
g.chrX: 70339254G > A
p.G44D
Missense_
 22
 71
 31
Yes
Deleterious
Damaging



022


Mutation











MGA*
Sample1
g.chr15: 42005646G > C
p.E1128Q
Missense_
  9
 24
 38
No
Neutral
Damaging



018


Mutation











MIB2
Sample1
g.chr1: 1550850C > G
p.A4G
Missense_
 10
 18
 56
No
Neutral
Damaging



006


Mutation











MID2
Sample1
g.chrX: 107167621_107167622
p.Q495fs
Frame_Shift_Del
 19
 57
 33
No
NA
NA



011
delAG













MIDN
Sample1
g.chr19: 1254357_1254358delCC
p.C192fs
Frame_Shift_Del
 29
 91
 32
No
NA
NA



016














MLH3
Sample1
g.chr14: 75497276_75497277
p.G1319fs
Frame_Shift_Del
 32
 69
 46
No
NA
NA



011
delTC














MLL2*

Sample1
g.chr12: 49435199delG
p.P2118fs
Frame_Shift_Del
  8
 26
 31
No
NA
NA



010















MLL2*

Sample1
g.chr12: 49427051G > A
p.Q3813X
Nonsense_
 43
 95
 45
No
NA
NA



019


Mutation











MLLT6
Sample1
g.chr17: 36863752G > A
p.C68Y
Missense_
 17
 71
 24
No
Deleterious
Damaging



004


Mutation











MLXIPL
Sample1
g.chr7: 73011949G > A
p.P389L
Missense_
 16
 47
 34
No
Neutral
Tolerated



004


Mutation











MPG
Sample1
g.chr16: 135747_135748delAG
p.R290fs
Frame_Shift_Del
 45
141
 32
No
NA
NA



011














MPI
Sample1
g.chr15: 75189913A > T
p.M372L
Missense_
 16
 57
 28
No
Neutral
Tolerated



020


Mutation











MPST*
Sample1
g.chr22: 37420806C > T
p.R204X
Nonsense_
 14
 52
 27
No
NA
NA



022


Mutation











MRPS5
Sample1
g.chr2: 95756252C > T
p.C316Y
Missense_
 18
 35
 51
No
Deleterious
Damaging



016


Mutation











MS4A15
Sample1
g.chr11: 60535115G > T
p.W112L
Missense_
 13
 28
 46
No
Deleterious
Damaging



018


Mutation











MUC16
Sample1
g.chr19: 9057237G > T
p.T10070N
Missense_
 70
210
 33
No
Deleterious
Damaging



020


Mutation











MYH14
Sample1
g.chr19: 50760622G > A
p.R704H
Missense_
 16
 94
 17
No
Deleterious
Damaging



015


Mutation











MYO19B
Sample1
g.chr22: 26422577G > A
p.V2213I
Missense_
 42
 99
 42
No
Neutral
Damaging



011


Mutation











MYO5C
Sample1
g.chr15: 52517719T > A
p.E1073V
Missense_
 16
 45
 36
No
Deleterious
Tolerated



020


Mutation











MYOC
Sample1
g.chr1: 171605163delA
p.Y473fs
Frame_Shift_Del
 45
169
 27
No
NA
NA



010














NACA
Sample1
g.chr12: 57111535G > T
p.1260H
Missense_
  3
 25
 12
No
Neutral
Damaging



004


Mutation











NCDN
Sample1
g.chr1: 36026386A > T
p.K212X
Nonsense_
 30
100
 30
No
NA
NA



013


Mutation











NEFH
Sample1
g.chr22: 29885581_29885604del
p.A652_
In_Frame_Del
117
289
 40
No
Deletion
Deleterious



017
AGGCCAAGTCCCCAGAGAAGGAAG
E659del












NEK9
Sample1
g.chr14: 75570684G > C
p.A531G
Missense_
 12
 32
 38
No
Neutral
Tolerated



011


Mutation











NF1*
Sample1
g.chr17: 29684022_29684023del
p.K2595fs
Frame_Shift_Del
 40
 42
 95
Yes
NA
NA



019
AA













NOSIP
Sample1
g.chr19: 50063886_50063888del
p.21delK
In_Frame_Del
 14
 66
 21
No
Deletion
Deleterious



004
CTT













NR1H4
Sample1
g.chr12: 100886416G > A
Splice_Site
Splice_Site
  6
 17
 35
No
NA
NA



004














NRXN2
Sample1
g.chr11: 64410197G > A
p.P27S
Missense_
  3
 34
  9
No
Neutral
Tolerated



008


Mutation











NUDT5
Sample1
g.chr10: 12212728_12212730del
p.179delL
In_Frame_Del
 39
140
 28
No
Deletion
Deleterious



003
GCA













OCRL
Sample1
g.chrX: 128696586G > A
p.G356D
Missense_
  9
 24
 38
No
Deleterious
Damaging



018


Mutation











OGT
Sample1
g.chrX: 70775875C > G
p.N332K
Missense_
 18
 69
 26
No
Deleterious
Damaging



013


Mutation











OR11L1
Sample1
g.chr1: 248005192G > T
p.P3T
Missense_
 48
 69
 70
No
Neutral
Tolerated



011


Mutation











OR2AG1
Sample1
g.chr11: 6806896T > C
p.S210P
Missense_
 49
229
 21
No
Neutral
Tolerated



001


Mutation











OR4C13
Sample1
g.chr11: 49974047A > T
p.I25L
Missense_
 15
 31
 48
No
Neutral
Tolerated



007


Mutation











OR5B12
Sample1
g.chr11: 58207105G > A
p.H174Y
Missense_
 32
 79
 41
No
Deleterious
Damaging



017


Mutation











OR5D13
Sample1
g.chr11: 55541516C > A
p.C201X
Nonsense_
 16
 52
 31
No
NA
NA



001


Mutation











OR5H15
Sample1
g.chr3: 97888212_97888213del
p.F223fs
Frame_Shift_Del
 68
170
 40
No
NA
NA



011
CA













OSTN
Sample1
g.chr3: 190930393A > T
p.K24N
Missense_
 31
 48
 65
No
Neutral
Damaging



019


Mutation











P2RX1
Sample1
g.chr17: 3819429C > T
p.V31I
Missense_
  6
 26
 23
No
Neutral
Tolerated



004


Mutation











P4HA2
Sample1
g.chr5: 131546091C > T
p.G199R
Missense_
 11
 53
 21
No
Neutral
Damaging



008


Mutation











PAK7
Sample1
g.chr20: 9561027T > C
p.Y252C
Missense_
 86
182
 47
No
Neutral
Tolerated



009


Mutation











PCDH10
Sample1
g.chr4: 134073618G > T
p.A775S
Missense_
 43
138
 31
No
Neutral
Tolerated



017


Mutation











PCGF3
Sample1
g.chr4: 727587C > T
p.40S
Missense_
 12
 49
 24
No
Neutral
Tolerated



010


Mutation











PCK2
Sample1
g.chr14: 24573136A > C
p.E629A
Missense_
 20
 51
 39
No
Deleterious
Damaging



016


Mutation











PCLO*
Sample1
g.chr7: 82581306C > A
p.G2988V
Missense_
 19
 97
 20
No
Deleterious
Damaging



002


Mutation











PCNX
Sample1
g.chr14: 71413792C > A
p.A105D
Missense_
  4
 20
 20
No
Neutral
Tolerated



006


Mutation











PCNXL4*
Sample1
g.chr14: 60582498_60582499del
p.S239fs
Frame_Shift_Del
 17
 41
 41
No
NA
NA



011
AG













PIK3CA*
Sample1
g.chr3: 178952085A > T
p.H1047L
Missense_
 19
 37
 51
Yes
Neutral
Tolerated



011


Mutation











PIK3CG*
Sample1
g.chr7: 106509548G > A
p.M514I
Missense_
 37
159
 23
No
Neutral
Damaging



022


Mutation











PLEC
Sample1
g.chr8: 144997935_144997936del
p.H2191fs
Frmae_Shift_Del
 73
276
 26
No
NA
NA



011
GT













POLDIP3
Sample1
g.chr22: 42992248T > C
p.M253V
Missense_
 16
 49
 33
No
Neutral
Tolerated



004


Mutation











POLQ
Sample1
g.chr3: 121215763C > A
p.V724L
Missense_
  4
 19
 21
No
Neutral
Tolerated



017


Mutation











PPARGC1A
Sample1
g.chr4: 23833217C > G
p.G131A
Missense_
  3
 44
  7
No
Neutral
Tolerated



016


Mutation











PPIL2
Sample1
g.chr22: 22049750C > T
p.R512W
Missense_
 13
 75
 17
No
Neutral
Tolerated



002


Mutation











PPL
Sample1
g.chr16: 4940333G > A
p.A722V
Missense_
 18
 61
 30
No
Neutral
Tolerated



003


Mutation











PRDM5
Sample1
g.chr4: 121702298T > A
Splice_Site
Splice_Site
 10
 30
 33
No
Neutral
Damaging



011














PRKDC
Sample1
g.chr8: 48748950_48748951insC
p.Q2633fs
Frame_Shift_Ins
  5
 90
  5
No
NA
NA



009














PRKRIR
Sample1
g.chr11: 76063270_76063271del
p.V308fs
Frame_Shift_Del
 30
 86
 35
No
NA
NA



011
CA













PROC
Sample1
g.chr2: 128186454C > T
p.R440C
Missense_
 28
125
 22
No
Deleterious
NA



004


Mutation











PSMD4
Sample1
g.chr1: 15123805_151238055del
p.G207fs
Frame_Shift_Del
 40
172
 23
No
NA
NA



011
GAGTA













PTGER3
Sample1
g.chr1: 71512746C > G
p.R172P
Missense_
 35
142
 25
No
Deleterious
Damaging



010


Mutation











RALGPS2
Sample1
g.chr1: 178854324A > C
p.K340Q
Missense_
  7
 21
 33
No
Deleterious
Damaging



004


Mutation












RARA*

Sample1
g.chr17: 38512307_38512316del
p.M406fs
Frame_Shift_Del
 34
 76
 45
No
NA
NA



001
GCCGCCTCTC














RARA*

Sample1
g.chr17: 38512312_38512313del
p.P408fs
Frame_Shift_Del
 21
 91
 23
No
NA
NA



003
CT














RARA*

Sample1
g.chr17: 38510642A > G
p.N299S
Missense_
 43
170
 25
No
Deleterious
Tolerated



007


Mutation












RARA*

Sample1
g.chr17: 38510611G > A
p.G289R
Missense_
 50
157
 32
No
Deleterious
Damaging



015


Mutation












RARA*

Sample1
g.chr17: 38510560C > G
p.R272G
Missense_
 46
142
 32
No
Deleterious
Damaging



022


Mutation











RASAL3
Sample1
g.chr19: 15563988G > A
p.P867L
Missense_
 46
114
 40
No
Neutral
Damaging



016


Mutation











RB1*
Sample1
g.chr13: 48955394C > T
p.Q504X
Nonsense_
 20
 20
100
No
NA
NA



019


Mutation











RBBP7
Sample1
g.chrX: 16871893C > T
p.G268S
Missense_
  3
 32
  9
No
Deleterious
Damaging



017


Mutation











RBM15
Sample1
g.chr1: 110882625_110882628
p.V200fs
Frame_Shift_Del
 11
 46
 24
No
NA
NA



012
delGTAA













RBM6*
Sample1
g.chr3: 50095415C > T
p.R650C
Missense_
 13
 23
 57
No
Neutral
NA



011


Mutation











REV1
Sample1
g.chr2: 100020912A > G
p.S1014P
Missense_
  3
 33
  9
No
Deleterious
Damaging



020


Mutation











REXO2
Sample1
g.chr11: 114320578G > T
p.D199Y
Missense_
  3
 22
 14
No
Deleterious
Damaging



012


Mutation











RMND1
Sample1
g.chr6: 151754342C > A
p.G213C
Missense_
  4
 22
 18
No
Deleterious
Damaging



007


Mutation











RNF167
Sample1
g.chr17: 4848295_4848296delCT
p.P346fs
Frame_Shift_Del
 11
 34
 32
No
NA
NA



012














RTFDC1
Sample1
g.chr20: 55092018T > A
p.S207T
Missense_
 11
 48
 23
No
Neutral
Tolerated



019


Mutation











RYR3
Sample1
g.chr15: 33905440G > A
p.V741M
Missense_
 16
 95
 17
No
Deleterious
Damaging



001


Mutation











SART3
Sample1
g.chr12: 108920274G > C
p.Q658E
Missense_
 20
 53
 38
No
Neutral
Tolerated



011


Mutation











SNC9A
Sample1
g.chr2: 167055456C > T
p.R1887H
Missense_
 20
 85
 24
No
Deleterious
Damaging



017


Mutation











SETD2*
Sample1
g.chr3: 47139458delC
p.R1710fs
Frame_Shift_Del
  7
 25
 28
No
NA
NA



002














SETD2*
Sample1
g.chr3: 47163092delT
p.S1012fs
Frame_Shift_Del
 10
 43
 23
No
NA
NA



010














SETD2*
Sample1
g.chr3: 47139504_47139505del
p.R1694fs
Frame_Shift_Del
 20
 30
 67
No
NA
NA



011
CT













SETD2*
Sample1
g.chr3: 47139564_47139566del
p.1674delE
Frame_Shift_Del
  6
 17
 35
No
Deletion
Deleterious



001
CTT













SETD2*
Sample1
g.chr3: 47125841_47125852del
p.L1807_
Frame_Shift_Del
 20
 22
 91
No
Deletion
Deleterious



016
GGAATGGGCAAG
P1810del












SFMBT1
Sample1
g.chr3: 52941188T > C
p.Q743R
Missense_
  3
 33
  9
No
Neutral
Tolerated



022


Mutation











SFXN3
Sample1
g.chr10: 102798419C > T
p.A268V
Missense_
 35
 87
 40
No
Deleterious
Damaging



018


Mutation











SHROOM4
Sample1
g.chrX: 50350758_50350759ins
p.1128Ins
Frame_Shift_Del
 11
 44
 25
No
NA
NA



013
TGCTGCTGCTGT
GGGG












SIN3A
Sample1
g.chr15: 75693216T > G
p.E531A
Missense_
 12
 50
 24
No
Neutral




003


Mutation




Tolerated






SIRPB1*
Sample1
g.chr20: 1552478C > A
p.R213S
Missense_
 28
114
 25
No
Neutral
Tolerated



017


Mutation











SKP1
Sample1
g.chr5: 133494242G > C
p.C120W
Missense_
 11
 27
 41
No
Deleterious
Damaging



016


Mutation











SLC22A17
Sample1
g.chr14: 23821195_23821196del
p.Y76fs
Frame_Shift_Del
 24
 84
 29
No
NA
NA



011
TA













SLC25A35
Sample1
g.chr17: 8194233A > G
p.V219A
Missense_
 28
106
 26
No
Deleterious
Damaging



012


Mutation











SLC30A4
Sample1
g.chr15: 45814243_45814244del
p.E103fs
Frame_Shift_Del
 21
 68
 31
No
NA
NA



011
TC













SLC38A10
Sample1
g.chr17: 79219486_79219487del
p.L1077fs
Frame_Shift_Del
 34
 75
 45
No
NA
NA



011
AG













SLC4A4
Sample1
g.chr4: 72215752G > A
p.M171I
Missense_
 15
 35
 43
No
Neutral
Damaging



202


Mutation











SLC5A10
Sample1
g.chr17: 18872378C > T
p.A156V
Missense_
 44
113
 39
No
Deleterious
Damaging



003


Mutation











SLC8A2
Sample1
g.chr19: 47960208G > T
p.A440E
Missense_
  3
 31
 10
No
Deleterious
Damaging



015


Mutation











SLCO1B1
Sample1
g.chr12: 21392050C > G
p.A668G
Missense_
  7
 23
 30
No
Neutral
Tolerated



012


Mutation











SLITRK2
Sample1
g.chrX: 144905888G > T
p.G649X
Nonsense_
 25
 73
 34
No
NA
NA



020


Mutation











SMAD4*
Sample1
g.chr18: 48573563G > C
p.E49D
Missense_
  8
 36
 22
No
Neutral
Tolerated



010


Mutation











SMCR8
Sample1
g.chr17: 18225968_18225969del
p.L800fs
Frame_Shift_Del
 29
 88
 33
No
NA
NA



011
CT













SNAP25
Sample1
g.chr20: 10273821G > T
p.R59L
Missense_
  3
 21
 14
No
Deleterious
Damaging



001


Mutation











SOAT1
Sample1
g.chr1: 179292615G > T
p.L54F
Missense_
 20
 51
 39
No
Neutral
Tolerated



013


Mutation











SOCS5
Sample1
g.chr2: 46986105_46986106insG
p.R146fs
Frame_Shift_Del
 22
 58
 38
No
NA
NA



003














SOC30
Sample1
g.chr5: 157078621C > T
p.V156I
Missense_
 20
 79
 25
No
Neutral
Damaging



003


Mutation











SPATA31E1
Sample1
g.chr9: 90502016C > A
p.Q872K
Missense_
 25
 63
 40
No
Neutral
Damaging



011


Mutation











SPR
Sample1
g.chr2: 73114599C > G
p.T13S
Missense_
  3
 16
 19
No
Deleterious
Damaging



008


Mutation











SPTBN4
Sample1
g.chr19: 41073626A > C
p.K2132Q
Missense_
  3
 35
  9
No
Neutral
Damaging



017


Mutation











SRRM1
Sample1
g.chr1: 24979011_24979013del
p.272delE
Frame_Shift_Del
 13
 45
 29
No
Deletion
Neutral



011
AGG













SS18L1
Sample1
g.chr20: 60738637T > C
p.M227T
Missense_
 16
 56
 29
No
Neutral
Damaging



001


Mutation











ST6GALNAC4
Sample1
g.chr9: 130670841_130670842del
p.S246fs
Frame_Shift_Del
 13
 64
 20
No
NA
NA



019
CT













STAT3*
Sample1
g.chr17: 40481766_40481767del
Splice_Site
Splice_Site
 26
 82
 32
No
NA
NA



011
CT













SUPT16H
Sample1
g.chr14: 21938052C > T
p.D163N
Missense_
 10
 41
 24
No
Deleterious
Damaging



012


Mutation











SUPT5H
Sample1
g.chr19: 39960802A > C
p.K473T
Missense_
 41
 91
 45
No
Deleterious
Tolerated



016


Mutation











SYNE1
Sample1
g.chr6: 152774743C > T
p.R1002Q
Missense_
  7
 39
 18
Yes
Deleterious
Damaging



004


Mutation











SYNJ1
Sample1
g.chr21: 34030132C > A
p.K785N
Missense_
  8
 42
 19
No
Deleterious
Damaging



004


Mutation











SYTL5
Sample1
g.chrX: 37893165T > C
p.I8T
Missense_
 12
 43
 28
No
Deleterious
Damaging



019


Mutation











TBL3
Sample1
g.chr16: 2024769_202477delTG
p.C129fs
Frame_Shift_Del
 57
135
 42
No
NA
NA



011














TCF7L2
Sample1
g.chr10: 114900944_114900945
Splice_Site
Splice_Site
 32
 76
 42
No
NA
NA



016
insGA













TET3*
Sample1
g.chr2: 74273547T > C
p.L33P
Missense_
 27
 84
 32
No
Neutral
Damaging



013


Mutation











TMC1
Sample1
g.chr9: 75366786G > T
p.A186S
Missense_
  9
 26
 35
No
Deleterious
Damaging



002


Mutation











TNS1
Sample1
g.chr2: 218762627_218762628
p.R21fs
Frame_Shift_Del
 43
156
 28
No
NA
NA



011
delCT














TP53*

Sample1
g.chr17: 7577058_7577059delCC
p.G293fs
Frame_Shift_Del
 43
 56
 77
Yes
NA
NA



019















TP53*

Sample1
g.chr17: 7577594_7577595delAC
p.C229fs
Frame_Shift_Del
  7
 68
 10
Yes
NA
NA



021














TRAPPC8
Sample1
g.chr18: 29437566T > C
p.E1042G
Missense_
 11
 44
 25
No
Deleterious
Tolerated



022


Mutation











TRERF1
Sample1
g.chr6: 42231057C > A
p.V629L
Missense_
 56
154
 36
No
Neutral
Damaging



019


Mutation











TRIM23
Sample1
g.chr5: 64887305T > C
p.Y559C
Missense_
  3
 18
 17
No
Deleterious
Tolerated



007


Mutation











TRIM52
Sample1
g.chr5: 180687359_180687361
p.152delE
Frame_Shift_Del
 59
113
 52
No
Deletion
Deleterious



019
delTTC













TRIM66
Sample1
g.chr11: 8642801_8642802delGT
p.T932fs
Frame_Shift_Del
 12
 29
 41
No
NA
NA



011














TRIP4
Sample1
g.chr15: 64716244C > A
p.S458Y
Missense_
  3
 25
 12
No
Deleterious
Damaging



022


Mutation











TRMT2B
Sample1
g.chrX: 100290653_100290654
p.V141fs
Frame_Shift_Del
 13
 30
 43
No
NA
NA



018
delCA













TRPM6
Sample1
g.chr9: 77431832C > T
p.A395T
Missense_
 19
 66
 29
No
Deleterious
Tolerated



006


Mutation











TSEN2
Sample1
g.chr3: 12531387G > A
p.D30N
Missense_
 15
 64
 23
No
Deleterious
Tolerated



004


Mutation











TSPAN13
Sample1
g.chr7: 16815912G > A
p.G47D
Missense_
  8
 27
 30
No
Deleterious
Damaging



015


Mutation











TSPYL2
Sample1
g.chrX: 53114186C > A
p.P350T
Missense_
 41
148
 28
No
Deleterious
Damaging



015


Mutation











TTBK2
Sample1
g.chr15: 43044235G > A
p.S1070L
Missense_
 14
 47
 30
No
Neutral
Damaging



001


Mutation











TTC19
Sample1
g.chr17: 15928476_15927477del
p.R274fs
Frame_Shift_Del
  9
 26
 35
No
NA
NA



011
AC













TTC31
Sample1
g.chr2: 74717177T > C
p.L52P
Missense_
 47
120
 39
No
Neutral
Tolerated



011


Mutation











TTI1
Sample1
g.chr20: 36634688_36634690del
p.805delT
Frame_Shift_Del
 27
 68
 40
No
Deletion
Neutral



011
GTG















pNeutral

















UBAP2
Sample1
g.chr9: 33943533C > A
p.V534L
Missense_
 11
 50
 22
No
Neutral
Tolerated



022


Mutation











UGGT2
Sample1
g.chr13: 96543180A > G
p.F965S
Missense_
 13
 37
 35
No
Deleterious
Damaging



011


Mutation











URB2
Sample1
g.chr1: 229771684G > A
p.E442K
Missense_
 20
 81
 25
No
Neutral
Damaging



011


Mutation











VPS13D
Sample1
g.chr1: 12336226C > T
p.R861X
Nonsense_
 21
 74
 28
No
NA
NA



019


Mutation











VPS18
Sample1
g.chr15: 41192356delC
p.A447fs
Frame_Shift_Del
 20
 86
 23
No
NA
NA



013














WDR35
Sample1
g.chr2: 20130295C > A
p.G1006C
Missense_
  3
 24
 13
No
Deleterious
Damaging



017


Mutation











WDR43
Sample1
g.chr2: 29152457G > T
p.E440X
Nonsense_
  4
 17
 24
No
NA
NA



006


Mutation











WDR48
Sample1
g.chr3: 39108-74T > C
p.W102R
Missense_
 14
 66
 21
No
Deleterious
Damaging



004


Mutation











WDR63
Sample1
g.chr1: 85583502C > T
p.P626L
Missense_
  4
 23
 17
No
Deleterious
Tolerated



006


Mutation











WDR70
Sample1
g.chr5: 37727012G > C
p.G581A
Missense_
  3
 34
  9
No
Deleterious
Damaging



009


Mutation











XIRP2
Sample1
g.chr2: 168103963G > T
p.A2021S
Missense_
 17
 71
 24
Yes
Neutral
Damaging



011


Mutation











XPR1
Sample1
g.chr1: 180775261C > T
p.R171C
Missense_
 10
 24
 42
No
Neutral
Tolerated



016


Mutation











YEATS4
Sample1
g.chr12: 69783933A > C
p.E174A
Missense_
  6
 18
 33
No
Deleterious
Tolerated



010


Mutation











ZBBX
Sample1
g.chr3: 167000034G > T
p.S749Y
Missense_
  8
 15
 53
No
Neutral
Damaging



006


Mutation











ZNF326
Sample1
g.chr1: 90486423C > T
p.A416V
Missense_
  3
 21
 14
No
Neutral
Tolerated



009


Mutation











ZNF396
Sample1
g.chr18: 32953858_32953859del
p.E133fs
Frame_Shift_Del
 73
178
 41
No
NA
NA



011
CT













ZNF608
Sample1
g.chr5: 123982981_123982983
p.1032delK
Frame_Shift_Del
 50
145
 34
No
Deletion
Deleterious



011
delCTT













ZNF687
Sample1
g.chr1: 15129489C > G
p.S241C
Missense_
 51
106
 48
No
Neutral
Tolerated



019


Mutation











ZNF704
Sample1
g.chr8: 81605271G > A
p.P98L
Missense_
  5
 32
 16
No
Deleterious
Damaging



001


Mutation











ZNF711
Sample1
g.chrX: 84525751C > A
p.H401Q
Missense_
 23
 59
 39
No
Deleterious
Damaging



011


Mutation











ZNF729
Sample1
g.chr19: 22498740A > G
p.K841E
Missense_
119
306
 39
No
Neutral
Tolerated



018


Mutation











ZNF740
Sample1
g.chr19: 57955523T > C
p.M336T
Missense_
 33
131
 25
No
Neutral
Tolerated



012


Mutation











ZNF829
Sample1
g.chr19: 37382602C > T
p.S445N
Missense_
 75
301
 25
No
Neutral
Tolerated



002


Mutation











ZP4
Sample1
g.chr1: 23804607G > A
p.L488F
Missense_
  8
 35
 23
No
Neutral
Damaging



001


Mutation











ZWILCH
Sample1
g.chr15: 66825323G > T
Splice_Site
Splice_Site
  4
 15
 27
No
Deleterious
Damaging



005














Note:


Recurrent genes in bold and validated by Sanger sequencing


*Mutations validated by Sanger Sequencing






The present disclosure performed whole-exome sequencing of 22 matched tumor-normal pairs of PTs, including 10 benign, 8 borderline and 4 malignant PTs (Table 1). The PT exomes and matched normal samples were sequenced to a mean coverage of 66-fold, and on average 78% of bases were covered by at least 20 reads (Table 2). Inventors of the present disclosure identified a total of 333 non-synonymous or splice site somatic mutations in 310 genes. Sanger sequencing of recurrent (mutated in at least two cases) and singleton mutations of interest attained a 90% validation rate (Table 3). Despite a relatively lower depth of coverage compared to previous FA study (66× vs 124×) conducted by the inventors, the median count of non-silent somatic mutations/case in PTs was higher than in FAs (13 vs 5, p<0.001) as shown in FIG. 3A The relatively low mutation count in PTs is comparable to that of other mesenchymal tumors such as sarcomas and leiomyomas24-26 The mean non-synonymous mutation rate per megabase in PT was 0.192 (NS/S ratio=3.2, FIG. 3B) and the predominant mutation signature was that of C>T substitutions at NpCpG sites as indicated in FIG. 3C.


Example 3

A panel of 50 selected genes (including recurrently mutated genes in the PT discovery cohort, genes mutated in FA2, and also genes associated with breast cancer20) was designed using the SureDesign tool (Agilent). Sequencing libraries were prepared from extracted DNA from 68 paired tumor-normal samples and 32 tumors using the SureSelect XT2 Target Enrichment System for Illumina Multiplexed Sequencing platform (Illumina) according to manufacturer's instructions. Target-enriched libraries were then sequenced on Illumina's HiSeq 2000 sequencing platform to generate 76 bp paired-end reads. For paired tumor-normal samples, analysis was performed as described in the exome sequencing analysis portion. In addition, due to higher sequencing coverage (samples had an average coverage in target region of at least 228×), the Strelka48 (Illumina) somatic variant caller was used to identify low-allele frequency variants (at least 3%). All candidate variants were visually inspected in IGV to confirm that they are probably somatic. For patients where only the tumor sample was available, only variants in genes that were recurrently mutated among the paired tumor-normal samples were considered. The present disclosure also used a stricter variant allele frequency cut-off for the SNVs (at least 5%) and indels (at least 10%). Variants overlapping simple repeat regions were discarded, as were variants with dbSNP49 (version 137) entries. Variants were also filtered against an in-house database containing germline variants identified in approximately 512 East Asian exomes to further remove likely germline polymorphisms. These variants were also visually inspected in IGV to exclude probable sequencing artefacts.


To validate the PT exome-sequencing data, inventors of the present disclosure performed targeted deep sequencing in a prevalence cohort of 100 fibroepithelial tumors (21 FAs, 34 benign, 35 borderline and 10 malignant PTs as shown in Table 1), which included 22 cases from the discovery cohort. The present disclosure sequenced a total of 50 genes, comprising recurrently mutated genes and singletons of interest in our discovery cohort, as well as genes previously reported to be mutated in FAs2 and BCs20-22,27. The mean average coverage of target genes was 524× (minimum of 228×). The present disclosure acknowledges that the relatively low average depth of coverage (66×) attained in the exome sequencing of PTs is a limitation of the present study and may have resulted in under-calling of sequence variants. This is supported by further observation that 11 of 59 mutations identified by targeted sequencing (cut-off at 20% variant frequency) were missed by exome sequencing, resulting in a false-negative rate of 18.6%, likely due to low coverage. Also, due to the rarity of PTs and a relatively small discovery cohort, this study may have missed mutations occurring at low frequencies across patients as these would have been excluded from the targeted sequencing panel.


Example 4

Copy number estimates for each of the genes in the targeted sequencing study were obtained using the OncoCNV28. Briefly, depth of coverage information for each targeted regions were generated from BAM files and normalized against a pool of normal samples as well as GC content. Probe-level copy number estimates were then aggregated to obtain gene-level copy number estimates. Genes with copy number estimates less than 1.5 or more than 3 were considered to have copy number gains or losses. To identify copy number alterations (CNAs) and regions with LOH in our exome sequencing cohort, we used Control-FREEC29.


To investigate the potential functions of the point mutations, we performed the mutation prediction algorithms, such as SIFT50, Polyphen251, CHASM52 and PROVEAN53, respectively. The functional mutations were shown as damaging or probably damaging and deleterious in Table 4. Cancer-specific mutations were shown as drivers or passengers. Neutral mutations were shown as tolerated or benign.












Somatic mutations detected by targeted sequencing in 100 fibroepithelial tumors






















Total
Variant








Gene

Nucleotide

Read
Read
Variant Allele
In






Symbol
Speciman ID
(genomic)
Mutation type
Depth
Depth
Frequency
COSMIC‡
SIFT
POLYPHEN2
CHASM
PROVEAN





















ADAMTS18
Sample1019
g.chr16: 77387
Frameshift
 822
419
50.97
No
NA
NA
NA
NA




721 delC















BCOR

Sample1074
g.chrX: 399340
Frameshift
 727
249
34.25
No
NA
NA
NA
NA




71delTGTT















BCOR

Sample1015
g.chrX: 399336
Missense_
 365
96
26.30
No
Tolerated
Benign
passenger
Neutral




92C > A
Mutation














BCOR

Sample1039*
g.chrX: 399114
Missense_
1024
132
12.89
No
Damaging
Probably
passenger
Deleterious




14G > A
Mutation





damaging








BCOR

Sample1009
g.chrX: 399332
Nonsense_
 779
297
38.13
No
NA
NA
NA
NA




21T > A
Mutation














BCOR

Sample1068*
g.chrX: 399329
Nonsense_
1101
375
34.06
No
NA
NA
NA
NA




97C > T
Mutation













BRCA1
Sample1007
g.chr17: 41243
Missense_
 875
235
26.86
No
Damaging
Benign
driver
Neutral




803T > G
Mutation













CDH1
Sample1009
g.chr16: 68857
Missense_
 465
16
3.44
No
Tolerated
Benign
passenger
Neutral




437C > T
Mutation













CHD4
Sample1009
g.chr12: 67016
Missense_
 562
193
34.34
No
Tolerated
Possibly
driver
Neutral




95C > T
Mutation





damaging








CHD8

Sample024
g.chr14: 21871
Missense_
1196
135
11.29
No
Damaging
Possibly
driver
Deleterious




630T > C
Mutation





damaging








CHD8

Sample1016
g.chr14: 21883
Missense_
 309
131
42.39
Yes
Damaging
Probably
driver
Deleterious




749C > T
Mutation





damaging







COL27A1
Sample1003
g.chr9: 117047
Frameshift
 366
61
16.67
No
NA
NA
NA
NA




024delC














CTCF
Sample1016
g.chr16: 67654
Missense_
 731
300
41.04
No
Damaging
Probably
passenger
Deleterious




643G > A
Mutation





damaging








DNAH11

Sample1047*
g.chr7: 218562
Missense
 682
217
31.82
No
Tolerated
Benign
passenger
Deleterious




18G > C
Mutation














DNAH11

Sample1015
g.chr7: 216308
Missense_
 300
69
23.00
Yes
Damaging
Probably
passenger
Deleterious




55C > T
Mutation





damaging








DNAH11

Sample1023
g.chr7: 218263
Missense_
 732
159
21.72
Yes
Damaging
Possibly
passenger
Deleterious




51G > A
Mutation





damaging








EGFR

Sample1047*
g.chr7: 552100
Missense
 586
129
22.01
Yes
Damaging
Possibly
driver
Neutral




75T > G
Mutation





damaging








EGFR

Sample1022
g.chr7: 552100
Missense_
 817
220
26.93
Yes
Damaging
Possibly
driver
Neutral




75T > G
Mutation





damaging








ERBB4

Sample1014
g.chr2: 212568
Missense_
 377
64
16.98
No
Damaging
Probably
driver
Deleterious




899A > G
Mutation





damaging








ERBB4

Sample1052
g.chr2: 212248
Nonsense_
 398
197
49.50
No
NA
NA
NA
NA




765C > A
Mutation













FGFBP1
Sample1003
g.chr4: 159375
Frameshift
 399
91
22.81
No
NA
NA
NA
NA




91delAG















FLNA

Sample1005
g.chrX: 153583
Frameshift
 419
14
3.34
No
NA
NA
NA
NA




237delCACAC












FLNA

Sample1037
g.chrX: 153583
Frameshift
 648
101
15.59
No
NA
NA
NA
NA




336delA














FLNA
Sample1037
g.chrX: 153583
Frameshift
 634
72
11.36
No
NA
NA
NA
NA




339delCGTGCACACGGTGC















FLNA

Sample1003
g.chrX: 153583
Inframe
 358
60
16.76
No
NA
NA
NA
Deleterious




283delTCGAAAGTGCCGTC













CTCA















FLNA

Sample1031
g.chrX: 153588
Inframe
 224
66
29.46
No
NA
NA
NA
Deleterious




907delGGG















FLNA

Sample1038
g.chrX: 153582
Inframe
 386
14
3.63
No
NA
NA
NA
Deleterious




604delTTGTTGTCAG













TG















FLNA

Sample1039*
g.chrX: 153591
Inframe
 549
95
17.30
No
NA
NA
NA
Deleterious




076delCCTTGAGCC















FLNA

Sample1041*
g.chrX: 153586
Inframe
 981
265
27.01
No
NA
NA
NA
Deleterious




688delCAT















FLNA

Sample1056
g.chrX: 153588
Inframe
 587
145
24.70
No
NA
NA
NA
Deleterious




757InsGTTGTA















FLNA

Sample1057
g.chrX: 153583
Inframe
1091
287
26.31
No
NA
NA
NA
Deleterious




348delGGT















FLNA

Sample1061*
g.chrX: 153583
Inframe
 340
95
27.94
No
NA
NA
NA
Deleterious




241delCAG















FLNA

Sample1048*
g.chrX: 153582
Missense
 247
71
28.74
No
Damaging
Probably
driver
Deleterious




557T > A
Mutation





damaging








FLNA

Sample1058*
g.chrX: 153588
Missense
 343
111
32.36
No
Damaging
Probably
passenger
Deleterious




606G > C
Mutation





damaging








FLNA

Sample1061*
g.chrX: 153594
Missense
 195
76
38.97
No
Tolerated
Benign
passenger
Neutral




551T > C
Mutation














FLNA

Sample1064*
g.chrX: 153588
Missense
 327
41
12.54
No
Damaging
Probably
passenger
Deleterious




567G > A
Mutation





damaging








FLNA

Sample008
g.chrX: 153588
Missense_
 441
110
24.94
No
Damaging
Probably
passenger
Deleterious




601C > T
Mutation





damaging








FLNA

Sample1001
g.chrX: 153588
Missense_
 348
90
25.86
No
Damaging
Probably
passenger
Neutral




616C > A
Mutation





damaging








FLNA

Sample1002
g.chrX: 153588
Missense_
 249
53
21.29
No
Damaging
Possibly
passenger
Deleterious




592C > T
Mutation





damaging








FLNA

Sample1008
g.chrX: 153588
Missense_
 297
35
11.78
No
Damaging
Probably
passenger
Deleterious




501T > G
Mutation





damaging








FLNA

Sample1014
g.chrX: 153588
Missense_
 210
33
15.71
No
Damaging
Probably
passenger
Deleterious




433G > A
Mutation





damaging








FLNA

Sample1020
g.chrX: 153588
Missense_
 269
113
42.01
No
Damaging
Probably
driver
Deleterious




460A > G
Mutation





damaging








FLNA

Sample1023
g.chrX: 153588
Missense_
 370
89
24.05
No
Damaging
Probably
passenger
Deleterious




567G > A
Mutation





damaging








FLNA

Sample1024*
g.chrX: 153592
Missense_
 662
395
59.67
No
Tolerated
Benign
passenger
Neutral




736T > C
Mutation














FLNA

Sample1036
g.chrX: 153588
Missense_
 538
94
17.47
No
Damaging
Probably
passenger
Deleterious




433G > A
Mutation





damaging








FLNA

Sample1040*
g.chrX: 153588
Missense_
 916
242
26.42
No
Damaging
Probably
passenger
Deleterious




567G > A
Mutation





damaging








FLNA

Sample1050
g.chrX: 153588
Missense_
 178
64
35.96
No
Tolerated
Probably
passenger
Deleterious




456C > G
Mutation





damaging








FLNA

Sample1051
g.chrX: 153588
Missense_
 401
99
24.69
No
Damaging
Possibly
passenger
Deleterious




592C > T
Mutation





damaging








FLNA

Sample1053
g.chrX: 153595
Missense_
 427
158
37.00
No
Damaging
Probably
driver
Deleterious




842A > G
Mutation





damaging








FLNA

Sample1076
g.chrX: 153588
Missense_
 514
200
38.91
No
Damaging
Probably
passenger
Deleterious




720G > A
Mutation





damaging








FLNA #

Sample1015
g.chrX: 153586
Missense_
 130
30
23.08
No
Damaging
Probably
driver
Deleterious




590C > A
Mutation





damaging







JAK2
Sample1011
g.chr9: 512678
Missense_M
 516
193
37.40
No
Damaging
Benign
passenger
Neutral




7G > A
Mutation














MAP3K1

Sample1004
g.chr5: 561606
Frameshift
 353
84
23.80
No
NA
NA
NA
NA




61InsG















MAP3K1

Sample1004
g.chr5: 561617
Frameshift
 531
91
17.14
No
NA
NA
NA
NA




30delA















MAP3K1

Sample1034
g.chr5: 561687
Frameshift
 799
42
5.26
No
NA
NA
NA
NA




49delA















MAP3K1

Sample1057
g.chr5: 561769
Frameshift
  18
3
16.67
No
NA
NA
NA
NA




50InsC















MAP3K1

Sample1023
g.chr5: 561678
Missense_
 661
149
22.54
No
Damaging
Probably






23G > C
Mutation














MAP3K1

Sample1027
g.chrX: 703392
Frameshift
 600
23
3.83
No
NA
NA
NA
NA




32delCGGCCTTG















MED12

Sample018
g.chrX: 703392
Inframe
 436
30
6.88
No
NA
NA
NA
NA




59delATAACCAGCCTGCTG













TCTCTGGGGATG















MED12

Sample020
g.chrX: 703386
Inframe
 153
13
8.50
No
NA
NA
NA
Deleterious




80delCTCAGGACCCCAAAC













AGAAGG















MED12

Sample023
g.chrX: 703392
inframe
 941
90
9.56
No
NA
NA
NA
Deleterious




37delTTGAATGTAAAACAA













GGT















MED12

Sample024
g.chrX: 703392
inframe
 946
55
5.81
No
NA
NA
NA
Deleterious




42delTGTAAAACAAGGTTT













CAATAACCAGCCTGC















MED12

Sample1002
g.chrX: 703392
Inframe
 271
9
3.32
No
NA
NA
NA
Deleterious




44delTAAAACAAGGTTTCA













ATAACCAGC















MED12

Sample1015
g.chrX: 703392
Inframe
 241
33
13.52
No
NA
NA
NA
Deleterious




33delGGCCTTGAATGTAAA













ACAAGGTTT















MED12

Sample1019
g.chrX: 703392
Inframe
 188
26
13.83
No
NA
NA
NA
Deleterious




40delAATGTAAAA















MED12

Sample1019
g.chrX: 703392
Inframe
 193
26
13.47
No
NA
NA
NA
Deleterious




51delAGGTTTCAATAACCA













GCC















MED12

Sample1036
g.chrX: 703392
Inframe
 315
54
17.14
No
NA
NA
NA
Deleterious




37delTTGAATGTAAAACAA













GGTTTCAATAACCAGCCTGC













T















MED12

Sample1045
g.chrX: 703392
inframe
 971
83
8.55
No
NA
NA
NA
Deleterious




41delATGTAAAACAAGGTT













TCAATAACC















MED12

Sample1046
g.chrX: 703392
inframe
1067
60
5.62
No
NA
NA
NA
Deleterious




40delAATGTA















MED12

Sample1048*
g.chrX: 703392
Inframe
 285
37
12.98
No
NA
NA
NA
Deleterious




45delAAAACAAGGTTTCAA













TAACCAGCCTGC















MED12

Sample1050
g.chrX: 703392
Inframe
 319
119
37.30
No
NA
NA
NA
Deleterious




50delAAG















MED12

Sample1058*
g.chrX: 703392
Inframe
 394
82
20.81
No
NA
NA
NA
Deleterious




45delAAAACAAGGTTTCAA















MED12

Sample1062*
g.chrX: 703392
Inframe
 361
53
14.68
No
NA
NA
NA
Deleterious




57delCAATAACCAGCCTGC















MED12

Sample1072
g.chrX: 703392
Inframe
 516
107
20.74
No
NA
NA
NA
Deleterious




62delACCAGCCTGCTGTCT













CTGGGGATG















MED12

Sample1074
g.chrX: 703392
Inframe
 393
61
15.52
No
NA
NA
NA
Deleterious




44delTAAAACAAGGT













TTCAATAACCAGC















MED12

Sample1026
g.chrX: 703392
Splice_S ite
 545
77
14.13
No
NA
NA
NA





21delGGATGAACTGAC















MED12

Sample001*
g.chrX: 703392
Missense
 442
56
12.67
Yes
Damaging
Probably
driver
Deleterious




54G > A
Mutation





damaging








MED12

Sample013*
g.chrX: 703392
Missense
 532
97
18.23
Yes
Damaging
Probably
driver
Deleterious




53G > C
Mutation





damaging








MED12

Sample014*
g.chrX: 703392
Missense
 541
89
16.45
Yes
Damaging
Probably
driver
Deleterious




53G > A
Mutation





damaging








MED12

Sample016*
g.chrX: 703392
Missense
 499
102
20.44
Yes
Damaging
Probably
driver
Deleterious




54G > A
Mutation





damaging








MED12

Sample1047*
g.chrX: 703392
Missense
 463
131
28.29
Yes
Damaging
Probably
driver
Deleterious




53G > C
Mutation





damaging








MED12

Sample1059*
g.chrX: 703392
Missense
 457
170
37.20
Yes
Damaging
Probably
driver
Deleterious




53G > T
Mutation





damaging








MED12

Sample1060*
g.chrX: 703392
Missense
 358
87
24.30
Yes
Damaging
Probably
driver
Deleterious




53G > C
Mutation





damaging








MED12

Sample1063*
g.chrX: 703392
Missense
 396
119
30.05
Yes
Damaging
Probably
driver
Deleterious




53G > A
Mutation





damaging








MED12

Sample1064*
g.chrX: 703392
Missense
 336
111
33.04
Yes
Damaging
Probably
driver
Deleterious




54G > T
Mutation





damaging








MED12

Sample002
g.chrX: 703392
Missense_
 458
59
12.88
Yes
Damaging
Probably
driver
Deleterious




54G > A
Mutation





damaging








MED12

Sample003
g.chrX: 703392
Missense_
 480
72
15.00
Yes
Damaging
Probably
driver
Deleterious




54G > A
Mutation





damaging








MED12

Sample006
g.chrX: 703392
Missense_
  91
15
16.48
Yes
Damaging
Probably
driver
Deleterious




54G > A
Mutation





damaging








MED12

Sample007
g.chrX: 703392
Missense_
 595
194
32.61
Yes
Damaging
Probably
driver
Deleterious




54G > A
Mutation





damaging








MED12

Sample008
g.chrX: 703392
Missense_
 241
63
26.14
Yes
Damaging
Probably
driver
Deleterious




54G > A
Mutation





damaging








MED12

Sample019
g.chrX: 703392
Missense_
 489
130
26.58
Yes
Damaging
Probably
driver
Deleterious




54G > T
Mutation





damaging








MED12

Sample021
g.chrX: 703392
Missense_
1176
188
15.99
Yes
Damaging
Probably
driver
Deleterious




54G > A
Mutation





damaging








MED12

Sample022
g.chrX: 703392
Missense_
1075
58
5.40
Yes
Damaging
Probably
driver
Deleterious




54G > A
Mutation





damaging








MED12

Sample1003
g.chrX: 703392
Missense_
 315
71
22.54
Yes
Damaging
Probably
driver
Deleterious




53G > T
Mutation





damaging








MED12

Sample1004
g.chrX: 703392
Missense_
 329
48
14.59
Yes
Damaging
Probably
driver
Deleterious




53G > A
Mutation





damaging








MED12

Sample1005
g.chrX: 703392
Missense_
 554
43
7.76
Yes
Damaging
Probably
driver
Deleterious




54G > T
Mutation





damaging








MED12

Sample1006
g.chrX: 703392
Missense_
 440
82
18.64
Yes
Damaging
Probably
driver
Deleterious




53G > T
Mutation





damaging








MED12

Sample1007
g.chrX: 703392
Missense_
 435
126
28.97
Yes
Damaging
Probably
driver
Deleterious




54G > T
Mutation





damaging








MED12

Sample1008
g.chrX: 703392
Missense_
 502
96
19.12
Yes
Damaging
Probably
driver
Deleterious




51A > C
Mutation





damaging








MED12

Sample1010
g.chrX: 703392
Missense_
 364
93
25.55
No
Damaging
Probably
driver
Deleterious




30T > G
Mutation





damaging








MED12

Sample1012
g.chrX: 703392
Missense_
 254
50
19.69
Yes
Damaging
Probably
driver
Deleterious




54G > A
Mutation





damaging








MED12

Sample1016
g.chrX: 703392
Missense_
 252
183
72.62
yes
Damaging
Probably
driver
Deleterious




54G > A
Mutation





damaging








MED12

Sample1020
g.chrX: 703392
Missense_
 397
133
33.50
Yes
Damaging
Probably
driver
Deleterious




53G > A
Mutation





damaging








MED12

Sample1022
g.chrX: 703392
Missense_
 562
169
30.07
Yes
Damaging
Probably
driver
Deleterious




54G > A
Mutation





damaging








MED12

Sample1023
g.chrX: 703392
Missense_
 503
108
21.47
Yes
Damaging
Probably
driver
Deleterious




54G > A
Mutation





damaging








MED12

Sample1025*
g.chrX: 703392
Missense_
1131
365
32.27
Yes
Damaging
Probably
driver
Deleterious




53G > A
Mutation





damaging








MED12

Sample1028
g.chrX: 703392
Missense_
 724
209
28.87
Yes
Damaging
Probably
driver
Deleterious




54G > T
Mutation





damaging








MED12

Sample1029
g.chrX: 703392
Missense_
 634
130
20.50
Yes
Damaging
Probably
driver
Deleterious




54G > A
Mutation





damaging








MED12

Sample1030
g.chrX: 703392
Missense_
 570
120
21.05
Yes
Damaging
Probably
driver
Deleterious




54G > T
Mutation





damaging








MED12

Sample1031
g.chrX: 703392
Missense_
 538
209
38.85
Yes
Damaging
Probably
driver
Deleterious




54G > A
Mutation





damaging








MED12

Sample1032
g.chrX: 703392
Missense_
 641
62
9.67
Yes
Damaging
Probably
driver
Deleterious




53G > A
Mutation





damaging








MED12

Sample1034
g.chrX: 703392
Missense_
 638
133
20.85
Yes
Damaging
Probably
driver
Deleterious




54G > A
Mutation





damaging








MED12

Sample1035
g.chrX: 703392
Missense_
 559
140
25.04
Yes
Damaging
Probably
passenger
Deleterious




54G > C
Mutation





damaging








MED12

Sample1037
g.chrX: 703392
Missense_
 552
184
33.33
Yes
Damaging
Probably
driver
Deleterious




54G > T
Mutation





damaging








MED12

Sample1038
g.chrX: 703392
Missense_
 522
89
17.05
Yes
Damaging
Probably
driver
Deleterious




54G > A
Mutation





damaging








MED12

Sample1039*
g.chrX: 703392
Missense_
1202
318
26.46
Yes
Damaging
Probably
driver
Deleterious




54G > T
Mutation





damaging








MED12

Sample1040*
g.chrX: 703392
Missense_
1225
282
23.02
Yes
Damaging
Probably
driver
Deleterious




54G > T
Mutation





damaging








MED12

Sample1042*
g.chrX: 703392
Missense_
1291
542
41.98
Yes
Damaging
Probably
driver
Deleterious




53G > A
Mutation





damaging








MED12

Sample1044*
g.chrX: 703392
Missense_
1196
270
22.58
Yes
Damaging
Probably
driver
Deleterious




53G > A
Mutation





damaging








MED12

Sample1046
g.chrX: 703392
Missense_
1085
70
6.45
No
Damaging
Probably
driver
Deleterious




48A > C
Mutation





damaging








MED12

Sample1049
g.chrX: 703392
Missense_
 349
13
3.72
Yes
Damaging
Probably
driver
Deleterious




54G > T
Mutation





damaging








MED12

Sample1051
g.chrX: 703392
Missense_
 568
154
27.11
Yes
Damaging
Probably
driver
Deleterious




53G > A
Mutation





damaging








MED12

Sample1053
g.chrX: 703392
Missense_
 548
184
33.58
Yes
Damaging
Probably
passenger
Deleterious




54G > C
Mutation





damaging








MED12

Sample1056
g.chrX: 703392
Missense_
 591
239
40.44
Yes
Damaging
Probably
driver
Deleterious




54G > T
Mutation





damaging








MED12

Sample1065*
g.chrX: 703392
Missense_
1460
518
35.48
Yes
Damaging
Probably
driver
Deleterious




53G > T
Mutation





damaging








MED12

Sample1067*
g.chrX: 703392
Missense_
1248
422
33.81
Yes
Damaging
Probably
driver
Deleterious




53G > A
Mutation





damaging








MED12

Sample1069*
g.chrX: 703392
Missense_
1214
333
27.43
Yes
Damaging
Probably
driver
Deleterious




54G > A
Mutation





damaging








MED12

Sample1071
g.chrX: 703392
Missense_
1148
418
36.41
Yes
Damaging
Probably
driver
Deleterious




54G > A
Mutation





damaging








MED12

Sample005
g.chrX: 703392
Splice_Site
 411
133
32.36
Yes
Damaging
NA
passenger
Neutral




15T > A















MED12

Sample1001
g.chrX: 703392
Splice_Site
 379
107
28.23
Yes
Damaging
NA
passenger
Neutral




15T > A















MED12**

Sample1077*
g.chrX: 703392
Missense_
1328
619
46.61
Yes
Damaging
Probably
driver
Deleterious




30T > G
Mutation





damaging








MED12**

Sample1073*
g.chrX: 703392
Missense
 249
121
48.59
Yes
Damaging
Probably
driver
Deleterious




54G > T
Mutation





damaging








MLL2

Sample013*
g.chr12: 49433
Frameshift
 346
56
16.18
No
NA
NA
NA
NA




524delCT















MLL2

Sample1010
g.chr12: 49435
Frameshift
 208
31
14.90
No
NA
NA
NA
NA




198delG















MLL2

Sample1026
g.chr12: 49415
Frameshift
 859
221
25.73
Yes
NA
NA
NA
NA




900delCA















MLL2

Sample1043*
g.chr12: 49424
Frameshift
1092
205
18.77
No
NA
NA
NA
NA




805delG















MLL2

Sample1048*
g.chr12: 49446
Frameshift
 183
45
24.59
No
NA
NA
NA
NA




165delG















MLL2

Sample1053
g.chr12: 49443
Frameshift
 521
148
28.41
No
NA
NA
NA
NA




860delG















MLL2

Sample1057
g.chr12: 49433
Frameshift
 564
118
20.92
No
NA
NA
NA
NA




545delCATGC















MLL2

Sample1071
g.chr12: 49428
frameshift
 988
218
22.06
No
NA
NA
NA
NA




434delAG















MLL2

Sample1076
g.chr12: 49443
Frameshift
 282
99
35.11
No
NA
NA
NA
NA




475delG















MLL2

Sample1070
g.chr12: 49447
Missense_
1462
300
20.52
No
Damaging
Benign
passenger
Deleterious




033T > A
Mutation














MLL2

Sample1079
g.chr12: 49428
Missense_
 528
26
4.92
No
Damaging
Probably
passenger
Deleterious




029G > C
Mutation





damaging








MLL2

Sample1019
g.chr12: 49427
Nonsense_
 149
73
48.99
No
NA
NA
NA
NA




051G > A
Mutation














MLL2

Sample1076
g.chr12: 49443
Nonsense_
 304
120
39.47
No
NA
NA
NA
NA




956G > A
Mutation














NF1

Sample1019
g.chr17: 29684
Frameshift
 668
591
88.47
No
NA
NA
NA
NA




021delAA















NF1

Sample1050
g.chr17: 29490
Frameshift
 340
87
25.59
No
NA
NA
NA
NA




332delG















NF1

Sample1050
g.chr17: 29665
Frameshift
 345
100
28.99
No
NA
NA
NA
NA




751delACTT















NF1

Sample1021
g.chr17: 29559
Missense_
 332
16
4.82
No
Tolerated
Possibly
driver
Deleterious




719T > C
Mutation





damaging








NF1

Sample1022
g.chr17: 29528
Nonsense_
 427
16
3.75
Yes
NA
NA
NA
NA




489C > T
Mutation














NF1

Sample1050
g.chr17: 29557
Nonsense_
 347
12
3.46
No
NA
NA
NA
NA




327A > T
Mutation














NF1

Sample1076
g.chr17: 29527
Nonsense_
 327
227
69.42
No
NA
NA
NA
NA




503G > T
Mutation














PCLO

Sample010
g.chr7: 825806
Missense_
 495
133
26.87
No
Damaging
Benign
passenger
Deleterious




90G > A
Mutation














PCLO

Sample1002
g.chr7: 825813
Missense_
 567
120
21.16
No
Damaging
Probably
passenger
Deleterious




06C > A
Mutation





damaging








PCLO

Sample1013
g.chr7: 827639
Missense_
 543
38
7.00
No
Tolerated
Benign
passenger
Neutral




70G > T
Mutation














PCNXIA

Sample002
g.chr14: 60582
Frameshift
 689
37
5.37
No
NA
NA
NA
NA




052delGT















PCNXIA

Sample1011
g.chr14: 60582
Frameshift
 570
235
41.23
No
NA
NA
NA
NA




497delAG















PIK3CA

Sample1017
g.chr3: 178927
Frameshift
 518
220
42.47
No
NA
NA
NA
NA




976delC















PIK3CA

Sample1017
g.chr3: 178927
Frameshift
 501
221
44.11
No
NA
NA
NA
NA




978delCTGTC















PIK3CA

Sample1012
g.chr3: 178927
Inframe
 382
63
16.49
No
NA
NA
NA
Deleterious




983delCAT















PIK3CA

Sample1047*
g.chr3: 178917
Missense
 541
81
14.97
No
Damaging
Benign
passenger
Neutral




550A > C
Mutation














PIK3CA

Sample1011
g.chr3: 178952
Missense_
 642
280
43.61
Yes
Tolerated
Benign
driver
Neutral




085A > T
Mutation














PIK3CA

Sample1012
g.chr3: 178927
Missense_
 382
63
16.49
No
Damaging
Probably
passenger
Deleterious




987T > G
Mutation





damaging








PIK3CA

Sample1068*
g.chr3: 178952
Missense_
1772
549
30.98
Yes
Damaging
Benign
driver
Neutral




085A > G
Mutation













PIK3CG
Sample1022
g.chr7: 106509
Missense_
 790
177
22.41
No
Damaging
Benign
passenger
Neutral




548G > A
Mutation













PTEN
Sample1074
g.chr10: 89653
Inframe
 465
339
72.90
No
NA
NA
NA
Deleterious




795delATT















RARA

Sample019
g.chr17: 38512
Frameshift
  96
5
5.21
No
NA
NA
NA
NA




375delT















RARA

Sample1001
g.chr17: 38512
Frameshift
  69
25
36.23
No
NA
NA
NA
NA




306delGCCGCCTCTC















RARA

Sample1003
g.chr17: 38512
Frameshift
  84
19
22.62
No
NA
NA
NA
NA




311delCT















RARA

Sample1061*
g.chr17: 38512
Frameshift
  84
30
35.71
No
NA
NA
NA





259delG















RARA

Sample1012
g.chr17: 38510
Inframe
 143
38
26.57
No
NA
NA
NA
Deleterious




600delCTT















RARA

Sample1043*
g.chr17: 38510
Inframe
 770
168
21.82
No
NA
NA
NA
Deleterious




600delCTT















RARA

Sample1046
g.chr17: 38512
inframe
 282
30
10.64
No
NA
NA
NA
Deleterious




314delTCA















RARA

Sample1072
g.chr17: 38510
Inframe
 363
107
29.48
No
NA
NA
NA
Deleterious




600delCTT















RARA

Sample014*
g.chr17: 38510
Missense
 318
71
22.33
No
Damaging
Probably
passenger
Deleterious




606C > T
Mutation





damaging







RARA
Sample1058*
g.chr17: 38510
Missense
 284
92
32.39
No
Damaging
Probably
passenger
Deleterious




611G > C
Mutation





damaging








RARA

Sample1062*
g.chr17: 38512
Missense
  92
27
29.35
No
Damaging
Probably
passenger
Deleterious




270G > A
Mutation





damaging








RARA

Sample1063*
g.chr17: 38510
Missense
 244
54
22.13
No
Damaging
Probably
passenger
Deleterious




641A > C
Mutation





damaging








RARA

Sample1064*
g.chr17: 38512
Missense
 114
35
30.70
No
Damaging
Probably
driver
Deleterious




315T > G
Mutation





damaging








RARA

Sample007
g.chr17: 38510
Missense_
 390
104
26.67
Yes
Damaging
Possibly
passenger
Deleterious




626C > T
Mutation





damaging








RARA

Sample1007
g.chr17: 38510
Missense_
 357
86
24.09
No
Tolerated
Possibly
driver
Deleterious




642A > G
Mutation





damaging








RARA

Sample1015
g.chr17: 38510
Missense_
 239
81
33.89
No
Damaging
Probably
passenger
Deleterious




611G > A
Mutation





damaging








RARA

Sample1022
g.chr17: 38510
Missense_
 163
47
28.83
No
Damaging
Probably
passenger
Deleterious




560C > G
Mutation





damaging








RARA

Sample1023
g.chr17: 38510
Missense_
 292
55
18.84
Yes
Damaging
Probably
driver
Deleterious




603T > C
Mutation





damaging








RARA

Sample1027
g.chr17: 38510
Missense_
 311
52
16.72
No
Damaging
Probably
passenger
Deleterious




606C > T
Mutation





damaging








RARA

Sample1028
g.chr17: 38512
Missense_
 176
56
31.82
No
Damaging
Probably
passenger
Deleterious




270G > A
Mutation





damaging








RARA

Sample1034
g.chr17: 38512
Missense_
 104
21
20.19
No
Damaging
Probably
passenger
Deleterious




270G > A
Mutation





damaging








RARA

Sample1035
g.chr17: 38510
Missense_
 398
130
32.66
No
Damaging
Probably
passenger
Deleterious




606C > T
Mutation





damaging








RARA

Sample1036
g.chr17: 38512
Missense_
 488
48
9.84
No
Damaging
Probably
passenger
Deleterious




308C > T
Mutation





damaging








RARA

Sample1037
g.chr17: 38512
Missense_
 556
43
7.73
No
Damaging
Probably
driver
Deleterious




315T > G
Mutation





damaging








RARA

Sample1042*
g.chr17: 38512
Missense_
 291
116
39.86
No
Damaging
Probably
driver
Deleterious




270G > T
Mutation





damaging








RARA

Sample1045
g.chr17: 38510
Missense_
 710
178
25.07
No
Tolerated
Possibly
passenger
Deleterious




596A > G
Mutation





damaging








RARA

Sample1056
g.chr17: 38510
Missense_
 395
159
40.25
No
Damaging
Probably
passenger
Deleterious




606C > T
Mutation





damaging








RARA

Sample1067*
g.chr17: 38510
Missense_
 936
264
28.21
No
Damaging
Probably
passenger
Deleterious




641A > C
Mutation





damaging








RARA

Sample1068*
g.chr17: 38512
Missense_
 269
80
29.74
No
Damaging
Probably
passenger
Deleterious




309C > A
Mutation





damaging








RARA

Sample1069*
g.chr17: 38510
Missense_
 978
328
33.54
No
Damaging
Probably
passenger
Deleterious




645C > A
Mutation





damaging








RARA

Sample1071
g.chr17: 38508
Missense_
1037
372
35.87
No
Tolerated
Probably
passenger
Neutral




622C > T
utation





damaging








RARA

Sample1004
g.chr17: 38512
40
   8
20.00
No
NA
NA
NA
NA
Splice_Site




256T > A















RB1

Sample1021
g.chr13: 49030
Frameshift
 571
40
7.01
No
NA
NA
NA
NA




472delT















RB1

Sample1021
g.chr13: 49039
Frameshift
 955
64
6.70
No
NA
NA
NA
NA




403InsTT















RB1

Sample1067*
g.chr13: 49030
Frameshift
1231
133
10.80
No
NA
NA
NA
NA




408delAG















RB1

Sample1067*
g.chr13: 48941
Frameshift
 564
222
39.36
No
NA
NA
NA
NA




637delTCTT















RB1

Sample1060*
g.chr13: 48936
Missense
 435
195
44.83
No
Damaging
Benign
passenger
Neutral




980C > T
Mutation














RB1

Sample1023
g.chr13: 48937
Missense_
 541
123
22.74
No
Tolerated
Benign
passenger
Neutral




022G > A
Mutation














RB1

Sample1019
g.chr13: 48955
Nonsense_
 256
222
86.72
No
NA
NA
NA
NA




394C > T
Mutation













RBM6
Sample1011
g.chr3: 500954
Missense_
 152
100
65.79
No
Tolerated
Possibly
passenger
Neutral




15C > T
Mutation





damaging








ROS1

Sample010
g.chr6: 117718
Missense_
  72
28
38.89
No
Damaging
Possibly
passenger
Neutral




103A > T
Mutation





damaging








ROS1

Sample1077*
g.chr6: 117710
Missense_
 912
832
92.23
No
Damaging
Possibly
passenger
Neutral




680C > A
Mutation





damaging








RUNX1

Sample1046
g.chr21: 36164
Frameshift
 683
36
5.27
No
NA
NA
NA
NA




851insG















RUNX1

Sample1017
g.chr21: 36252
Missense_
 721
23
3.19
No
Damaging
Possibly
driver
Deleterious




925T > G
Mutation





damaging








SETD2

Sample1002
g.chr3: 471394
Frameshift
 531
114
21.47
No
NA
NA
NA
NA




57delC















SETD2

Sample1010
g.chr3: 471630
Frameshift
 535
28.97
No
NA
NA
NA
NA
NA




91delT















SETD2

Sample1011
g.chr3: 471395
Frameshift
 442
291
65.84
No
NA
NA
NA
NA




03delCT















SETD2

Sample1025*
g.chr: 471430
Frameshift
 860
507
58.95
No
NA
NA
NA
NA




09insA















SETD2

Sample1026
g.chr3: 471296
Frameshift
 895
50
5.59
No
NA
NA
NA
NA




89delAG















SETD2

Sample1027
g.chr3: 471252
Frameshift
 970
130
13.40
No
NA
NA
NA
NA




63delTG















SETD2

Sample1036
g.chr3: 471626
Frameshift
 632
179
28.32
No
NA
NA
NA
NA




66delTATT















SETD2

Sample1043*
g.chr3: 471649
Frameshift
1536
276
17.97
No
NA
NA
NA
NA




70delTCTT















SETD2

Sample1047*
g.chr3: 470612
Frameshift
 588
198
33.67
No
NA
NA
NA
NA




67delT















SETD2

Sample1048*
g.chr3: 471037
Frameshift
 451
109
24.17
No
NA
NA
NA
NA




29delTTTAT















SETD2

Sample1063*
g.chr3: 471475
Frameshift
 530
299
56.42
No
NA
NA
NA
NA




64delTT















SETD2

Sample1065*
g.chr3: 470840
Frameshift
1621
585
36.09
No
NA
NA
NA
NA




93delG















SETD2

Sample1069*
g.chr3: 471296
Frameshift
1324
402
30.36
No
NA
NA
NA
NA




16delG















SETD2

Sample1077*
g.chr3: 471618
Frameshift
1942
1612
83.01
No
NA
NA
NA
NA




87delCTCT















SETD2

Sample1001
g.chr3: 471395
Inframe
 483
68
14.08
No
NA
NA
NA
Deleterious




63delCTT















SETD2

Sample1016
g.chr3: 471258
Inframe
 280
170
60.71
No
NA
NA
NA
Deleterious




40delGGAATGGGCAA













G















SETD2

Sample1048*
g.chr3: 471394
Inframe
 508
122
24.02
No
NA
NA
NA
Deleterious




50delCTT















SETD2

Sample1060*
g.chr3: 471395
Inframe
 414
104
25.12
No
NA
NA
NA
Deleterious




63delCTT















SETD2

Sample1047*
g.chr3: 470591
Missense
 424
138
32.55
No
Damaging
Probably
driver
Deleterious




43T > G
Mutation





damaging








SETD2

Sample1060*
g.chr3: 471475
Missense
 536
97
18.10
No
Damaging
Probably
driver
Deleterious




12T > C
Mutation





damaging








SETD2

Sample1015
g.chr3: 471448
Missense_
 405
113
27.90
No
Damaging
Probably
driver
Deleterious




76A > C
Mutation





damaging








SETD2

Sample1027
g.chr3: 470591
Missense_
 525
26
4.95
No
Damaging
Probably
driver
Deleterious




33G > A
Mutation





damaging








SETD2

Sample1031
g.chr3: 471395
Missense_
 774
269
34.75
No
Damaging
Probably
driver
Deleterious




54C > T
Mutation





damaging








SETD2

Sample1039*
g.chr3: 471553
Missense_
1598
406
25.41
No
Damaging
Probably
driver
Deleterious




99C > A
Mutation





damaging








SETD2

Sample1010
g.chr3: 471554
Nonsense_
 522
132
25.29
No
NA
NA
NA
NA




48G > A
Mutation














SETD2

Sample1023
g.chr3: 471037
Nonsense_
 900
197
21.89
No
NA
NA
NA
NA




59T > A
Mutation














SETD2

Sample1069*
g.chr3: 471642
Nonsense_
1267
388
30.62
Yes
NA
NA
NA
NA




68G > A
Mutation













SF3B1
Sample1016
g.chr2: 198267
Missense_
 648
279
43.06
No
Damaging
Probably
passenger
Deleterious




720A > C
Mutation





damaging







SMAD4
Sample1010
g.chr18: 48573
Missense_
 424
90
21.23
No
Tolerated
Probably
passenger
Neutral




563G > C
Mutation





damaging







STAT3
Sample1011
g.chr17: 40481
Frameshift
 369
125
33.88
No
NA
NA
NA
NA




765delCT















SYNE1

Sample1064*
g.chr6: 152623
Missense
 229
102
44.54
No
Damaging
Possibly
passenger
Neutral




012C > T
Mutation





damaging








SYNE1

Sample1004
g.chr6: 152774
Missense_
 463
70
15.12
Yes
Damaging
Probably
driver
Deleterious




743C > T
Mutation





damaging







TBX3
Sample024
g.chr12: 11511
Frameshift
1371
134
9.77
No
NA
NA
NA
NA




7310delT














TET3
Sample1013
g.chr2: 742735
Missense_
 245
92
37.55
No
Damaging
Possibly
passenger
Neutral




47T > C
Mutation





damaging








TP53

Sample1019
g.chr17: 75770
Frameshift
 417
368
88.25
No
NA
NA
NA
NA




57delCC















TP53

Sample1021
g.chr17: 75775
Frameshift
 327
30
9.17
No
NA
NA
NA
NA




93delAC















TP53

Sample1073*
g.chr17: 75771
Missense
 205
126
61.46
Yes
Damaging
Probably
driver
Deleterious




29A > G
Mutation





damaging







ZBED4
Sample1002
g.chr22: 50279
Missense_
 228
48
21.05
No
Tolerated
Benign
passenger
Neutral




904A > G
Mutation













Note:


Recurrent genes are in bold


*Samples with no matched normal tissue


‡COSMIC version v69 was used


***CHASM pvalue <0.05(driver) > 0.05(passenger)


#Detected in exome sequencing and validated by Sanger sequencing for cDNA + gDNA. Variant reads present in targeted sequencing but not called due to strand bias.


**Filtered out due to allele frequency >45% and <55% in tumor-only sample, but retained as this mutation has been confirmed to be somatic in other paried samples


(and also listed in COSMIC)






From the experiments carried as described above, the present disclosure identified 20 recurrently mutated genes in the fibroepithelial tumors as being summarized in FIG. 1a and Table 4. In addition, the present disclosure used OncoCNV28 to detect copy number alterations in targeted genes. The acquired results as revealed in FIG. 1A, FIG. 3D and Table 6 confirmed loss-of-heterozygosity (LOH) patterns for mutations in samples with exome sequencing data using Control-FREEC29.









TABLE 5







Copy number alterations of the 50 targeted genes in 100 fibroepithelial tumors















Specimen
Gene
Transcript



Copy




ID
Symbol
ID
Chromosome
Start
End
Number
P-value
Q-value


















Sample1076
EGFR
CCDS5514.1
chr7
55086911
55273341
18
1.56E−15
3.27E−14


Sample1056
EGFR
CCDS5514.1
chr7
55086911
55273341
11.5
2.23E−15
4.24E−14


Sample1076
NF1
CCDS42292.1
chr17
29422297
29701221
1
9.78E−34
2.25E−32


Sample1078
NF1
CCDS42292.1
chr17
29422297
29592421
1
1.88E−18
4.52E−17


Sample1078
NF1
CCDS42292.1
chr17
29652813
29665892
0
1.89E−08
4.16E−07


Sample1074
PTEN
CCDS31238.1
chr10
89624175
89725256
1
2.84E−05
5.10E−04


Sample1011
SETD2
CCDS2749.2
chr3
47058543
47205468
1
6.35E−17
1.27E−15


Sample1078
TP53
CCDS45606.1
chr17
7569531
7579965
1
4.82E−07
9.64E−06





Note:


Genes with copy number estimates less than 1.5 or more than 10 were considered to have copy number losses or gains. For copy number alterations, only loss of tumor supressor genes and amplification of oncogenes are included. P-values and q-values are generated by the OncoCNV algorithm.






A comparison of recurrent mutations across the fibroepithelial tumors revealed distinct patterns of mutations and pathways associated with different phases in the breast fibroepithelial tumor spectrum as shown in FIGS. 1A and 1B. First, mutations in MED12 and RARA (nuclear retinoic acid receptor alpha), were frequently found in all phases of fibroepithelial tumors, occurring in 73% and 32% of tumors respectively. Confirming earlier studies, the MED12 exon 2 mutations in fibroepithelial tumors were identical to those reported in uterine leiomyomas, but were distinct in both pattern and location from MED12 mutations found in prostate and adrenocortical carcinoma30,31. Notably, the present disclosure also observed RARA mutations in more than one-third of the fibroepithelial tumors (FIG. 2B). Prior to the present study, somatic mis sense mutations in PML-RARA have only been previously reported in therapy-resistant acute promyelocytic leukemia (APL)32, or sporadically in other solid tumors at low frequencies (<5%). The fibroepithelial RARA mutations were highly clustered within the nuclear hormone receptor ligand binding domain (LBD) and comprised missense mutations and in-frame deletions, consistent with these mutations possibly affecting interactions between RARA and other binding partners. Interestingly, MED12 and RARA have both been associated with estrogen signalling and estrogen-regulated transcription33,34, and mutations in MED12 and RARA co-occurred at rates higher than expected by chance (permutation test p-value=0.0046, 100000 trials). These results suggest that PTs and FAs may share a common origin, where MED12 and RARA mutations are early events which may interact or collaborate to cause hormonal dysregulation in this tumor type.


Second, the present disclosure also observed novel mutations in FLNA, SETD2, MLL2, BCOR and MAP3K1 in PTs (benign, borderline and malignant) that were rarely present in FAs (FIG. 1A, Fisher's exact test p-value compared to FA=1E-04). This finding suggests that PT tumorigenesis is likely to involve these additional mutated genes. Of these, FLNA is particularly novel. An X chromosome gene, FLNA encodes filamin A, a F-actin cross-linking protein, which functions as a scaffolding protein regulating signalling events involved in cell motility and invasion by interacting with integrin receptors35. The FLNA mutations in fibroepithelial tumors (28%, 28/100) were specifically observed in the F-actin binding regions, particularly in immunoglobulin (Ig)-like repeat 9-15 domains (80%, 24/30)36. In contrast, FLNA mutations in BCs, while reported, have been mainly found to affect other Ig-like repeat domains rather than the F-actin binding region as illustrated in FIG. 5A and FIG. 5B. These results suggest a functional role for FLNA in PT pathogenesis that may be distinct to that in BCs. Using cDNA Sanger sequencing, the present disclosure confirmed expression of the FLNA mutant transcripts, indicating that the FLNA mutations are likely to occur on the active X chromosome.


Besides FLNA, over one third (35%) of PTs also harboured mutations in at least one of two chromatin modifying enzymes; SETD2 (21%) and MLL2 (12%) (Fisher's test p-value compared to FA=0.0058 and further in view of FIG. 1A). The SETD2 and MLL2 mutations showed a classical tumor suppressor loss-of-function mutation pattern comprising inactivating mutations and deletions37, 38. Both SETD2 and MLL2 are histone methyltransferases that mediate epigenetic regulation and the inactivation of these genes may result in aberrant transcriptional regulation through chromatin modification.


Third, compared to benign PTs, borderline and malignant PTs also exhibited additional mutations in NF1, RB1, TP53, PIK3CA, ERBB4 and EGFR, which are known cancer-driver genes that have transforming ability. Copy number alterations (CNAs) of these genes were also found in borderline/malignant PTs. These findings are consistent with previous studies whereby TP53 and RB1 were found to be deregulated in malignant PTs39-41. Interestingly, although the frequency of alterations in each individual cancer-related gene was low, 29% (13/45) of borderline/malignant PTs exhibited probable driver alterations (defined as either COSMIC recurrent mutations and loss-of-function mutations (nonsense/frameshift) or high-level CNAs) in at least one cancer-related gene. In contrast, none of the 55 FAs and benign PTs (0/55, 0%) harboured genetic alterations in these genes (Fisher's exact test, p-value=1.02E-05). These results suggest that these cancer-related genes may be involved in a subset of higher-grade PTs. Notably, two tumors clearly contained bona-fide PIK3CA activating mutations (H1047R/L), and two tumors harboured high level EGFR amplifications as shown in FIG. 6A and FIG. 6B. Taken together, these findings provide important insights into the genetic basis of tumorigenesis across various subtypes of fibroepithelial tumors.


Example 5

Like FAs, PTs are fibroepithelial tumors, comprising an admixture of epithelial and stromal compartments. To determine the location and distribution of the PT-associated mutations identified in this study, the present disclosure further performed laser capture microdissection (LCM) on 6 PTs from the discovery series. Isolated epithelial and stromal components were analysed separately for mutations in MED12, RARA, FLNA, SETD2, BRCA1 and PIK3CA, the latter two genes being frequently mutated in BCs but less so in PTs (see next paragraph). Briefly, 6 fresh frozen tissues from phyllodes tumors were embedded in Optimal Cutting Temperature (OCT) compound (Tissue-Tek, Sakura Finetek), and sections (8 μm thick) were cut in a Microtome-cryostat (Leica), mounted onto Arcturus® PEN membrane glass slides (Life Technologies), and then stored at −80° C. till required. Slides were dehydrated & stained with Arcturus® Histogene® following manufacturer's recommendations. The stained slide was loaded onto the laser capture microscope stage (ArcturusXT™ Laser Capture Microdissection (LCM) System). A Capsure™ Macro LCM cap (Life Technologies) was then placed automatically over the chosen area of the tissue. Once the cells of interest that were highlighted by the software were verified by the user, the machine automatically dissected out the highlighted cells of interest using a near infrared laser or UV pulse that transferred them onto the Capsure™ Macro LCM Cap. The DNA was extracted directly from LCM caps using Qiagen FFPE DNA Tissue kit following manufacturer's protocol with the following modifications. Each sample cap was incubated with the lysis buffer (ATL & Proteinase K) in a 500 μl microcentrifuge at 60° C. for 5 hrs and enzyme deactivation was carried out at 90° C. for 10 minutes. The eluted DNA was used directly for PCR and Big Dye® sequencing.


The present disclosure found that all of the PT-associated mutations were present in the stromal cells and not in the epithelial cells. These observations are consistent with previous study in FAs where MED12 mutations are detected exclusively in the tumor stroma, suggesting that FAs and PTs likely originate from stromal cells rather than epithelial cells, in spite of their biphasic epithelial-stromal morphological appearance. It is important to note, however, that the present results do not exclude the possibility that genetic alterations may also be present in the epithelial compartment of fibroepithelial tumors. By using OncoCNV analysis, LOH in chrlq was observed in 21% of fibroepithelial tumors in the present disclosure, consistent with a previous study42. Furthermore, epithelial alterations are frequently observed in PT43 and histopathological assessment, as in Table 6, indicates that 49% of PTs (32/65, with assessable epithelial compartments) can exhibit moderate-to-florid usual ductal hyperplasia, an epithelial phenotype4. It is thus possible that breast fibroepithelial tumor development may involve a complex interplay between the epithelial and stromal compartments of these tumors, warranting further studies.









TABLE 6







Epithelial hyperplasia in phyllodes tumors










Number of phyllodes tumors




with assessable epithelial compartment
Percentage


hyperlasia
(total number = 65)
(%)












Not Aavailable
10
15.4


Mild
23
35.4


Moderate
28
43.1


Florid
4
6.1









Comparisons between the spectrum and frequency of mutations in fibroepithelial tumors compared to BCs revealed significant distinctions as summarized in FIG. 7. MED12, RARA, FLNA, SETD2 and MLL2 are often mutated in FAs and PTs but are uncommonly mutated in BCs, while TP53, PIK3CA, GATA3 and CDH1 mutations are rare in fibroepithelial tumors but prevalent in BCs. These mutation patterns, as well as the stromal localization of the fibroepithelial-associated driver mutations, indicate distinct molecular pathogenic mechanisms between BCs and breast fibroepithelial tumors, supporting existing guidelines that these two tumors types are distinct diseases entities that should be managed differently.


Example 6

Full-length RARA cDNAs were cloned into pcDNA3.1 with a 3× Flag tag. The patient-derived mutations were introduced using the QuikChange II XL site-directed mutagenesis kit (Agilent) as described by manufacturer's instructions. The transcriptional activity of wild-type and mutant RARA was assessed by a luciferase assay using the RARE (retinoic acid response element) Cignal reporter assay kit (Qiagen). HEK293 cells were transiently transfected with the RARE reporter construct and Renilla luciferase constructs from the kit, together with the wild-type or mutant RARA plasmids as described above. The transfected cells were then incubated with the indicated concentrations of RA for 24 hours. The luciferase assay was performed using the Dual Luciferase Reporter Assay System (Promega) according to the manufacturer's instructions. Results were normalized to co-expressed Renilla.


For mammalian two-hybrid assays, the RARA ligand binding domain was cloned into pACT vector (Promega) to generate the bait plasmid while the cDNA sequence coding for the CoRNR1 peptide region (THRLITLADHICQIITQDFARNQV) of the NCoR1 protein was inserted into pBIND create the prey plasmid. Mammalian two hybrid screens were carried out with CheckMate Mammalian Two-Hybrid System (Promega) following the manufacturer's protocol. Briefly, transfected HEK293T cells were treated with the indicated concentrations of RA for 24 hours and assayed for luciferase activity. Results were normalized to co-expressed Renilla.


Given the strikingly high frequency of RARA mutations specifically in fibroepithelial tumors as shown in FIG. 4A, present study then proceeded to investigate their functional importance. Previous research has established that RARA is a transcription factor that can interact with co-repressor and co-activator proteins to regulate gene expression. There was no significant difference in RARA expression levels between fibroepithelial tumors harbouring wild-type and mutated RARA genes in view of the results illustrated in FIG. 4B. However, almost all the RARA missense mutations were classified as damaging or deleterious by computational analysis, suggesting that they are biologically consequential. To examine the effects of the RARA mutations on RARA-mediated transcriptional activation, the present disclosure transfected HEK293 cells with a RARE (Retinoic Acid Response Element) reporter construct and cDNA vectors expressing either wild-type RARA or the RARA mutations (F286del, S287L, N299H and R394Q). RARA transcriptional activity was then measured before and after retinoic acid (RA) stimulation. In cells expressing wild-type RARA, stimulation with RA caused a significant increase in RARE-associated transcription. In contrast, cells expressing the mutant forms of RARA exhibited markedly attenuated transcriptional activity, even after RA stimulation as shown in FIG. 4C. The present disclosure hypothesized that the attenuated transcriptional activity of the RARA mutants might be due, at least in part, from these mutations causing enhanced binding of RARA to co-repressor proteins. To test this possibility, the present disclosure used a mammalian two-hybrid assay to probe interactions of both wild-type and mutant RARA proteins with the NcoR1 co-repressor (a known RARA interactor)44. In comparison to wild-type RARA, the RARA mutants exhibited higher binding signals to NCoR1 both before and after RA stimulation as being indicated in FIG. 4D, suggesting that the mutant RARA is a more efficient recruiter of co-repressors. Taken together, these results suggest that in breast fibroepithelial tumors, the clustered mutations in RARA may promote the interaction of RARA with co-repressors and hence alter the transcription of RARA target genes.


Example 7

To confirm the expression of mutant FLNA, the present study also sequenced the cDNA of three FLNA mutant samples with available fresh frozen tissue. One hundred ng of RNA were converted to cDNA with SuperScript III First-Strand Synthesis SuperMix from Invitrogen according to manufacturer's recommended protocol. PCR was performed according to the primers listed in the Table 7. PCR amplification, sequencing and fractionation were performed as described above for Sanger sequencing of genomic DNA.









TABLE 7







Primers used in FLNA cDNA sequencing









Primer
Forward-sequence 5′ --> 3′
Reverse-sequence 5′ --> 3′





FLNA-A1191 + Y1235
CTCTTCGCTGACACCCACATCC
TCCACACTGAACTCAGTGGTGG





FLNA-G1578
CCCAGACCGTCAATTATGTGCC
GGGATCTCGTCACCACCGTACT









Finally, the present disclosure investigated if FAs might progress to malignant PT in a linear fashion, as proposed in previous studies6-10. Using the same targeted 50-gene panel, the experiment sequenced a set of paired concurrent FA and PT-like regions isolated from the same patients (N=3). The present disclosure also analysed paired longitudinal tumors from two patients originally diagnosed with FAs that were subsequently followed by PT-like recurrences. It was found that even in the same patient, higher-grade PTs harboured more mutations than the paired FA regions, especially in cancer-associated genes as indicated in Table 8 and FIG. 10B. Among these patients, two patients, one being concurrent and one being longitudinal, had paired FA and PTs sharing common mutations, consistent with linear progression. However, a third patient (longitudinal) exhibited FA and PT lesions with divergent MED12 mutations, supporting a multifocal origin. The remaining two concurrent cases did not exhibit mutations in the FA and were thus deemed non-informative. Taken collectively, these observations suggest that breast fibroepithelial tumor development may not always follow a strict linear progression model, but may also arise in a multi-focal manner arising from independent lesions in the same breast.


The genomic landscape of breast fibroepithelial tumors described in the present disclosure may have significant clinical implications. As mentioned earlier, the diagnosis and histopathologic classification of PT often present challenges to pathologists. The present disclosure provides the foundation for a genomics-based classification of breast fibroepithelial tumors, which may increase diagnostic accuracy when used in combination with histopathological criteria. For example, based on the acquired sequencing data, Sample 004, previously classified histologically as a benign FA, was found to harbour RB1 truncating and EGFR activating mutations, in addition to MED12, RARA and FLNA mutations referring to FIG. 9, consistent with a borderline/malignant PT signature. This case was subsequently re-evaluated by 2 expert breast pathologists and confirmed to be a borderline PT. Such cases support the notion that ordered mutation profiling may improve the ability to classify fibroepithelial tumors, particularly those associated with malignant status. Beyond diagnosis, the present disclosure also uncovers candidate therapeutic targets for PT. Specifically, canonical activating mutations in PIK3CA and high-level amplifications of EGFR were exclusively found in higher grade PT patients, revealing a potential therapeutic opportunity for EGFR- and PI3K-targeted treatments. This is especially relevant for aggressive malignant PTs, for which there are currently no effective therapeutic options apart from surgery. Also of interest are the mutations affecting MED12 and RARA, which are highly frequent in fibroepithelial tumors and likely influence nuclear hormone receptor signalling34,45. The present experimental data, which establishes for the first time a role for missense RARA mutations in solid tumors, further emphasizes the importance of RARA in fibroepithelial tumors. These genes may thus represent potential therapeutic targets.


Although disclosed method and kit have been described in their preferred form with a degree of particularity, it is understood that the present disclosure of the preferred forms have been made only by way of example and that numerous changes in the details of construction and the combination and arrangements of parts may be resorted to without departing from the scope of the present disclosure.


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Claims
  • 1. A method for identifying type of neoplasm in a breast tissue of a subject comprising: performing one or more nucleic-acid based assays to identify mutations present in the breast tissue acquired from the subject through a first test module and a second test module, each of the first and second test module being associated with detection of at least one predetermined mutation of one or more genes and configured to provide a positive outcome corresponding to at least one predetermined mutation detected in the tissue or a negative outcome corresponding to absence of detectable predetermined mutation in the sample, the first test module being associated with detection of mutation in MED12 gene and/or mutation in RARA gene and the second test module being associated with detection of mutation in FLNA gene, mutation in SETD2 gene and/or mutation in MLL2 gene; andidentifying the type of neoplasm of the breast tissue based upon the provided outcome of the first and second test modules;wherein the type of neoplasm is regarded as fibroadenomas when the outcome of the first test module and the second test module are respectively positive and negative, and the type of neoplasm is regarded as phyllodes tumor when the outcome of the first test module and the second test module are both positive.
  • 2. The method of claim 1, wherein the performing one or more nucleic-acid based assays further comprising a third test module being associated with detection of mutation in NF1 gene, mutation in RB1 gene and/or mutation in PIK3CA gene.
  • 3. The method of claim 1, wherein the first test module is further associated with detection of mutation in TERT gene of the subject.
  • 4. The method of claim 2, wherein the type of neoplasm is regarded as malignant phyllodes tumor when the outcome of the first test module, the second test module and the third test module are all positive.
  • 5. The method of claim 1, wherein the breast tissue is stromal cells.
  • 6. The method of claim 1, wherein the mutation in MED12 gene is a splice site mutation located at position −8 of exon 2 of the MED12 gene, a missense mutation located at codon 44 of cDNA of the MED12 gene or a missense mutation located at codon 36 of cDNA of the MED12 gene.
  • 7. The method of claim 3, wherein the mutation in TERT gene corresponds to missense mutation located at −124 and/or −146 of a promoter region of the TERT gene.
  • 8. The method of claim 1, wherein the mutation in RARA gene corresponds to p.F286del, p.F287L, p.N299H, p.R394Q, p.L409del and/or p.G289R found in a polypeptide translated thereof.
  • 9. The method of claim 1, wherein the mutation in FLNA gene corresponds to p.A1191T, p.S1199L, p.P1244S, p. 1687-1688TV>M and/or p.S1186W found in a polypeptide translated thereof.
  • 10. The method of claim 1, wherein the mutation in SETD2 gene corresponds to p.R1674-1675EA>D, p.K1587fs, p.Q1545*, p.Y1605fs and/or p.F1651fs found in a polypeptide translated thereof.
  • 11. The method of claim 1, wherein the mutation in MLL2 gene corresponds to p.V5482fs, p.Q1139*, p.G2668fs, p.Q3814* and/or p.L3457fs found in a polypeptide translated thereof.
  • 12. The method of claim 2, wherein the mutation in NF1 gene corresponds to p.K1014*, p.R416* and/or p.D2283fs found in polypeptide translated thereof, the mutation in RB1 gene corresponds to p.Q504*, p.N316fs, and/or p.P796fs found in polypeptide translated thereof and the mutation in PIK3CA gene corresponds to p.H1047R/L found in polypeptide translated thereof.
  • 13. A kit for identifying type of neoplasm in a breast tissue of a subject comprising at least one platform capable of performing one or more nucleic-acid based assays to identify mutations present in the breast tissue acquired from the subject through a first test module and a second test module, each of the first and second test modules being associated with detection of at least one predetermined mutation of one or more genes and configured to provide a positive outcome corresponding to at least one predetermined mutation detected in the tissue or a negative outcome corresponding to absence of detectable predetermined mutation in the sample, the first test module being associated with detection of mutation in MED12 gene, mutation in TERT gene and/or mutation in RARA gene, the second test module being associated with detection of mutation in FLNA gene, mutation in SETD2 gene and/or mutation in MLL2 gene,wherein the test modules are configured to emit a detectable or visual signal corresponds to any positive outcome,wherein the type of neoplasm is regarded as fibroadenomas when the outcome of the first test module and the second test module are respectively positive and negative, and the type of neoplasm is regarded as phyllodes tumor when the outcome of the first test module and the second test module are both positive.
  • 14. The kit of claim 13, wherein the at least one platform further comprising a third test module being associated with detection of mutation in NF1 gene, mutation in RB1 gene and/or mutation in PIK3CA gene.
  • 15. The kit of claim 13, wherein the first test module is further associated with detection of mutation in TERT gene of the subject.
  • 16. The kit of claim 14, wherein the type of neoplasm is regarded as malignant phyllodes tumor when the outcome of the first test module, the second test module and the third test module are all positive.
  • 17. The kit of claim 13, wherein the mutation in MED12 gene is a splice site mutation located at position −8 of exon 2 of the MED12 gene, a missense mutation located at codon 44 of cDNA of the MED12 gene or a missense mutation located at codon 36 of cDNA of the MED12 gene.
  • 18. The kit of claim 13, wherein the mutation in RARA gene corresponds to p.F286del, p.F287L, p.N299H, p.R394Q, p.L409del and/or p.G289R found in a translated polypeptide.
  • 19. The kit of claim 13, wherein the mutation in FLNA gene corresponds to p.A1191T, p.S1199L, p.P1244S, p. 1687-1688TV>M and/or p.S1186W found in a translated polypeptide.
  • 20. The kit of claim 13, wherein the mutation in SETD2 gene corresponds to p.R1674-1675EA>D, p.K1587fs, p.Q1545*, p.Y1605fs and/or p.F1651fs found in a translated polypeptide.
  • 21. The kit of claim 15, wherein the mutation in TERT gene corresponds to missense mutation located at −124 and/or −146 of a promoter region of the TERT gene.
  • 22. The kit of claim 13, wherein the mutation in MLL2 gene corresponds to p.V5482fs, p.Q1139*, p.G2668fs, p.Q3814* and/or p.L3457fs found in a polypeptide translated thereof.
Priority Claims (1)
Number Date Country Kind
10201500462U Jan 2015 SG national
PCT Information
Filing Document Filing Date Country Kind
PCT/SG2015/050368 10/4/2015 WO 00